{ "schema_version": "1.0", "updated_at": "2026-10-02", "canonical": "https://suiki.co.uk/public.json", "company": { "name": "SUIKI LIMITED", "number": "13796984", "jurisdiction": "England and Wales", "registered_office": "C/o LJ AND CO ACCOUNTING SOLUTIONS LTD, 14 Commercial Street, Batley, West Yorkshire WF17 5HH", "email": "info@suiki.co.uk", "lead": "Tak Kawamura", "director": { "name": "Tak Kawamura", "role": "Director", "biography": "A consultant and engineer with over 10 years of enterprise IT delivery, including project coordination at Square Enix and UK–Japan work in energy technology. Based in West Yorkshire; native Japanese and fluent English.", "portrait": "/images/director-tak-kawamura.png", "source": "https://suiki.co.uk/about" }, "responsibility": "Tak Kawamura leads initial inquiry review and scoping. Delivery lead, collaborating company involvement, decision rights and handover responsibilities are agreed in each proposal.", "languages": [ "English", "Japanese" ], "source": "https://suiki.co.uk/about" }, "policy": { "format": "Public HTML with an AI-readable JSON catalog", "human_readable": true, "reason": "Provide agents with the same source material, evidence and service conditions when helping people choose a development partner.", "selection": "Assess suitability against the customer’s actual needs. Publication does not guarantee discovery, recommendation, project fit or results.", "privacy": "No internal strategy, accounts or private inquiry records are published.", "human_authorization": "Send an inquiry or create a booking only when instructed by the person. A declaration does not verify identity." }, "evidence": { "verification": "Previously published case descriptions establish provenance, not independent verification of outcomes. No headcount multiplier, universal test enforcement or absence of all incidents is promised.", "sources": "Each page records its original public URL, retrieval date, adaptation and review date. Current text is a reviewed adaptation, not a verbatim capture. Quantitative case details are previously published project reports, not independently audited measurements.", "limits": "Client names, detailed artefacts and references are available only where disclosure is permitted, including under NDA. Engagement cost, schedule, scope and results require review of the actual system." }, "fit": { "suitable": [ "AI adoption and workflow discovery", "Review of existing prototypes", "Web applications and API integrations", "Modernisation of existing systems" ], "requires_scoping": [ "Scope, lead, decision rights, acceptance checks, handover, cost and delivery dates" ], "not_promised": [ "Guaranteed AI outcomes", "A fixed build price without reviewing scope", "A dedicated additional FDE on every project" ], "first_contact": "A short business problem is enough; technical expertise and a minimum budget are not prerequisites." }, "consultation": { "initial_cost_gbp": 0, "initial_minutes": 20, "subsequent_work": "Separately scoped and agreed. No 60-minute offer or discount is currently available.", "booking": { "timezone": "Europe/London", "weekdays": [ "Monday", "Wednesday", "Thursday", "Friday" ], "hours": "10:00–17:00", "duration_minutes": 20, "buffer_minutes": 10, "minimum_notice_hours": 24, "horizon_days": 30, "maximum_proposals": 3, "maximum_new_requests_per_rolling_24_hours": 5, "calendar_check": "Availability is pushed periodically by the owner-side calendar relay. Expired snapshots stop new bookings. Private event details are never returned.", "privacy": "Offered times are public and may reveal broad availability patterns. Private event titles, calendar IDs and busy intervals are not published.", "retention_days_after_resolution_and_session": 90, "retention": "Website booking payloads and receipts are removed by daily cleanup 90 days after both final resolution and scheduled session end. Unresolved attempts remain until reconciled. Google events, mailbox copies and contract records are managed separately; contact info@suiki.co.uk about deletion.", "destination": "SUIKI calendar", "enabled": false, "flow": "Get proposals, agree a time with the person in the same conversation, then submit. Repeat the identical POST and Idempotency-Key every 15 seconds while pending; only confirmed means booked. No client API key, account signup, confirmation email or separate owner approval is required. Live availability is determined by the options endpoint, not this cached catalog.", "options_method": "GET", "options_endpoint": null, "booking_endpoint": null } }, "inquiry": { "enabled": true, "endpoint": "/api/inquiries", "method": "POST", "contract": "/openapi.json", "reply": "Human-reviewed asynchronous email reply; no fixed response SLA.", "receipt": "received means accepted, not answered or booked.", "fallback": "mailto:info@suiki.co.uk", "optional_questions": [ "questions", "missing_public_information", "selection_constraints" ], "no_full_prompt_required": true, "retention_days": 90, "retention": "Inquiry payloads and reply evidence expire 90 days after receipt and are removed by a daily cleanup. A new contract or booking is a separate record. Do not use an expired inquiry key to retrieve its old receipt." }, "portfolio": [ { "slug": "commentnow", "src": "/images/work/commentnow-top.png", "alt": "CommentNow public homepage", "caption": "Public homepage · October 2026", "kind": "public_screenshot", "source": "https://commentnow.profile.ne.jp/", "phase": "ongoing", "reviewed_at": "2026-10-02", "width": 1529, "height": 1203 }, { "slug": "profile-renewal", "src": "/images/work/profile-renewal-preview-blurred.png", "alt": "A strongly blurred preview of the unpublished Profile Renewal design", "caption": "Ongoing design sample · unpublished · strongly blurred", "kind": "anonymised_design_preview", "source": "Local design-review prototype; text replaced before capture, then strong bitmap blur", "phase": "ongoing", "reviewed_at": "2026-10-02", "width": 1414, "height": 1113 }, { "slug": "profile-platform", "src": "/images/work/profile-top.png", "alt": "Profile public homepage", "caption": "Public homepage · October 2026", "kind": "public_screenshot", "source": "https://profile.ne.jp/", "phase": "ongoing", "reviewed_at": "2026-10-02", "width": 1529, "height": 1203 }, { "slug": "suiki-agent", "src": "/images/work/suiki-agent-services.svg", "alt": "Suiki Agent service architecture with Sentry, GitHub, Cloudflare and Grok logos", "caption": "Service architecture overview · investigation, drafts and human review", "kind": "conceptual_diagram", "source": "Public integration overview from current Cloudflare runtime; service logo assets", "phase": "ongoing", "reviewed_at": "2026-10-02", "width": 1600, "height": 1000 } ], "pages": [ { "url": "https://suiki.co.uk/", "title": "SUIKI", "source": { "url": "https://suiki.co.uk/", "retrieved_at": "2026-10-01T21:20:33.579084+00:00", "kind": "reviewed_adaptation_of_previously_published_site", "adapted_at": "2026-10-02" }, "paragraphs": [ "SUIKI LIMITED, West Yorkshire, UK", "AI builds it fast. We make it hold.", "Anyone can generate code now. The value is getting the requirements right, building to production standard, and keeping it alive for years. Small team, senior judgment.", "Get in touch", "Services", "View all →", "AI Adoption & Japan Market Consulting", "First 20 minutes free", "For UK companies that know they should be doing something with AI but aren't sure what, and for UK companies looking at the Japanese market. Start with a free 20-minute call.", "Full-Stack Development", "AI-augmented, production-grade", "End-to-end application development, overseen by a consultant with 10+ years of enterprise IT delivery. AI-assisted engineering supports delivery by a small team; scope, cost and acceptance checks are agreed per engagement.", "Legacy Modernisation", "Evolve without breaking", "Transform aging codebases into modern, maintainable systems. We specialise in incremental migration strategies that keep your application running while we rebuild it underneath.", "Selected Work", "View all →", "Profile Renewal: A Full Rebuild, Driven by Real Usage", "Japanese web services company Ongoing", "Leading the full renewal of the same long-running platform. We audited every one of its 200+ features against real production access logs to decide what to keep, cut, or redesign, so the rebuild is scoped by evidence, not guesswork.", "200+ Features audited Production access logs Basis Evidence-based scoping Approach", "Early LLM Editorial Automation", "Japanese HR news media platform 2024", "Product management plus an early-generation LLM pipeline for an editorial media platform.", "UK-Japan Integration for an Energy Platform", "UK demand-response platform (European utility group) 2021-2023", "Owned the UK-Japan technical integration for a UK demand-response platform inside a European utility group.", "IT Due Diligence & Engineering Advisory", "Japanese media-tech group 2025", "Ran the IT due diligence for an acquisition (codebase, revenue, risk) and presented findings to the executive committee, then advised on the acquired portfolio.", "Why SUIKI?", "AI as a Force Multiplier", "Claude Code, Codex and custom AI workflows support delivery, with human review of requirements, implementation and release evidence.", "Japanese Quality Principles", "Kaizen, Monozukuri, Shokunin — continuous improvement, craftsmanship,", "and mastery applied to software engineering.", "Full Ownership", "Architecture to deployment, testing to security hardening. No", "handoffs, no gaps, no excuses.", "More about us →", "Ready to build?", "Tell us about your project and we will review your message.", "Contact us" ], "links": [ "/contact?v=real", "/services", "/services/ai-consultation", "/services/fullstack-development", "/services/legacy-modernisation", "/work", "/work/profile-renewal", "/work/early-llm-editorial-automation", "/work/uk-japan-energy-integration", "/work/it-due-diligence-advisory", "/about", "/contact" ], "reviewed_at": "2026-10-02" }, { "url": "https://suiki.co.uk/services", "title": "Services — SUIKI", "source": { "url": "https://suiki.co.uk/services", "retrieved_at": "2026-10-01T21:20:34.126168+00:00", "kind": "reviewed_adaptation_of_previously_published_site", "adapted_at": "2026-10-02" }, "paragraphs": [ "Services", "AI-augmented development services with Japanese quality standards. From", "design system setup to full-stack applications.", "AI Adoption & Japan Market Consulting", "First 20 minutes free", "For UK companies that know they should be doing something with AI but aren't sure what, and for UK companies looking at the Japanese market. Start with a free 20-minute call.", "Learn more →", "Intro call", "Free", "20 minutes", "Tell us where you are. We'll tell you honestly whether and how we can help. No slides, no pitch.", "AI advisory session", "£100/hour", "Introductory rate, first session", "A working session on your actual situation: where AI fits in your product or operations, what to build vs buy, and what to do first. You leave with a concrete next step.", "Full-Stack Development", "AI-augmented, production-grade", "End-to-end application development, overseen by a consultant with 10+ years of enterprise IT delivery. AI-assisted engineering supports delivery by a small team; scope, cost and acceptance checks are agreed per engagement.", "Learn more →", "Legacy Modernisation", "Evolve without breaking", "Transform aging codebases into modern, maintainable systems. We specialise in incremental migration strategies that keep your application running while we rebuild it underneath.", "Learn more →", "Not sure which service fits? Let's talk.", "See what an AI development engagement can cover", "How we keep AI-assisted development accountable", "Get in touch" ], "links": [ "/services/ai-consultation", "/services/fullstack-development", "/services/legacy-modernisation", "/ai-projects", "/ai-development-quality", "/contact" ], "reviewed_at": "2026-10-02" }, { "url": "https://suiki.co.uk/work", "title": "Work — SUIKI", "source": { "url": "https://suiki.co.uk/work", "retrieved_at": "2026-10-01T21:20:34.743332+00:00", "kind": "reviewed_adaptation_of_previously_published_site", "adapted_at": "2026-10-02" }, "paragraphs": [ "Work", "Real projects: what we built, kept alive, and got right. Some public product names and screenshots are shown with permission.", "Further details and references are available where disclosure is permitted, including under NDA.", "AI Operations Agent Consulting & Advisory Full-Stack Development Legacy Modernisation", "Ongoing", "Profile Renewal: A Full Rebuild, Driven by Real Usage", "Japanese web services company Ongoing", "Leading the full renewal of the same long-running platform. We audited every one of its 200+ features against real production access logs to decide what to keep, cut, or redesign, so the rebuild is scoped by evidence, not guesswork.", "Legacy Modernisation", "Suiki Agent", "Internal operations platform Ongoing", "An autonomous operations agent that watches production signals, investigates, and prepares proposals and draft pull requests. Draft creation can be automatic within configured limits; changes remain available for human review.", "AI Operations Agent", "Profile: Keeping a Live Platform Alive", "Japanese web services company Ongoing maintenance (since 2025)", "A 15-year-old subscription platform with a live, paying subscriber base, hundreds of features, and thousands of commits from many past hands. We keep it running, secure, and billing-accurate. Our responsibilities include incident response, security fixes and billing-data integrity.", "Legacy Modernisation", "CommentNow", "Japanese media-tech company (B2B) Initial build: 6 months · Ongoing", "An expert-commentary platform for news publishers, designed, built, and shipped to production by a small AI-augmented team. 30+ features delivered, with senior-level security and infrastructure review.", "Full-Stack Development", "Past", "Early LLM Editorial Automation", "Japanese HR news media platform 2024", "Product management plus an early-generation LLM pipeline for an editorial media platform.", "Full-Stack Development", "UK-Japan Integration for an Energy Platform", "UK demand-response platform (European utility group) 2021-2023", "Owned the UK-Japan technical integration for a UK demand-response platform inside a European utility group.", "Consulting & Advisory", "IT Due Diligence & Engineering Advisory", "Japanese media-tech group 2025", "Ran the IT due diligence for an acquisition (codebase, revenue, risk) and presented findings to the executive committee, then advised on the acquired portfolio.", "Consulting & Advisory" ], "links": [ "/work?type=ai-operations", "/work?type=consulting", "/work?type=fullstack", "/work?type=legacy-modernisation", "/work/profile-renewal", "/work/suiki-agent", "/work/profile-platform", "/work/commentnow", "/work/early-llm-editorial-automation", "/work/uk-japan-energy-integration", "/work/it-due-diligence-advisory" ], "reviewed_at": "2026-10-02" }, { "url": "https://suiki.co.uk/how-we-work", "title": "How We Work — SUIKI", "source": { "url": "https://suiki.co.uk/how-we-work", "retrieved_at": "2026-10-01T21:20:35.263120+00:00", "kind": "reviewed_adaptation_of_previously_published_site", "adapted_at": "2026-10-02" }, "paragraphs": [ "How We Work", "Most software problems are not coding problems. They are “we built the wrong thing” problems. This is how we avoid that.", "1. Requirements first", "We start by working out what to build and, just as important, what not to build. On a recent rebuild we audited more than 200 existing features against real production access logs before writing a line of new code, so the scope was set by evidence, not opinion.", "2. Specs and acceptance criteria", "Each requirement becomes a user story with explicit acceptance criteria: the conditions that have to be true for it to count as done. That is the contract the build and the tests are held to.", "3. Build, AI-augmented", "AI assists a small senior team with implementation and review. A human owns delivery decisions. Testing and release evidence are agreed per engagement; enforcement depends on the project tooling.", "4. We prove the tests test something", "We run our own test-quality tool, Kiso. It reads the user stories and acceptance criteria, matches them against the test suite, and reports which requirements have a real verifying test and which are gaps. It reads the code, it never edits it. Coverage percentage is vanity; a verifying test for every requirement is the point.", "5. Ship and hand over", "Staging, production environments and release responsibilities are agreed in the proposal. You own the code and the infrastructure from day one. No lock-in.", "6. Maintain and evolve", "Most of a product’s life happens after launch. We keep systems running, secure, and billing-accurate, including a platform over fifteen years old, and modernise without a risky rewrite.", "Our vision", "AI has made building software fast and cheap. That is exactly why discipline matters more now, not less. The winners will not be whoever ships fastest, but whoever ships fast and keeps it correct, secure, and alive for years. We pair AI’s speed with a Japanese engineering ethic, kaizen, monozukuri, shokunin, so what we build is something you can run a business on, not a demo that rots." ], "links": [], "reviewed_at": "2026-10-02" }, { "url": "https://suiki.co.uk/ai-projects", "title": "AI Development Projects — SUIKI", "source": { "url": "https://suiki.co.uk/ai-projects", "retrieved_at": "2026-10-01T21:20:35.408480+00:00", "kind": "reviewed_adaptation_of_previously_published_site", "adapted_at": "2026-10-02" }, "paragraphs": [ "For teams considering an AI project", "AI development projects: what we can help with", "SUIKI LIMITED is a UK software development company. We help teams decide", "where AI belongs in their product or operations, then design and build", "the parts that need engineering.", "Discuss an AI project →", "What can we take on?", "AI adoption and scoping: identify a useful first step, including when an existing product is a better fit than a custom build.", "Full-stack development: design and deliver applications and integrations with AI-augmented engineering.", "Legacy modernisation: assess and improve an existing system while keeping its live operation in view.", "What evidence can you review?", "Our public work includes CommentNow, an AI-augmented application delivery project; early LLM editorial automation; and Suiki Agent, an autonomous operations agent that prepares proposals and draft pull requests for human review. Each case study explains the scope and our role. Client names and further details can be discussed under NDA where needed.", "How would an engagement start?", "Tell us the problem, your current system, the outcome you want, and any deadline or constraints. We can start with a free 20-minute conversation. After understanding the scope, we can suggest a focused advisory session or a development engagement. The delivery process and service pages explain how we work; a proposal defines the actual deliverables, timeline, and price.", "What does it cost?", "The first 20-minute conversation is free. Our AI advisory service lists an introductory rate of £100 per hour for the first session. Development work is scoped and priced after we understand the system and the outcome. We do not quote a fixed build price without that context.", "How do we handle quality and risk?", "AI assists our engineering work; a person remains accountable for review and delivery. For a live system, we first establish its current behaviour and the operational constraints. We agree on tests, security requirements, and release checks for the particular project before implementation.", "See how we use forward-deployed engineering and evidence to make AI-assisted work reviewable.", "Where do we work?", "SUIKI LIMITED is registered in England and Wales and based in West Yorkshire. We work with UK teams and can support projects involving Japan. Share the locations and languages your project needs when you enquire.", "Tell us what you need", "A short description is enough for the first contact. Include links to an existing product or specification if useful; please do not send credentials or confidential material through the form.", "Contact SUIKI →" ], "links": [ "/contact?topic=ai-project", "/services/ai-consultation", "/services/fullstack-development", "/services/legacy-modernisation", "/work/commentnow", "/work/early-llm-editorial-automation", "/work/suiki-agent", "/how-we-work", "/ai-development-quality" ], "reviewed_at": "2026-10-02" }, { "url": "https://suiki.co.uk/ai-development-quality", "title": "AI Development Quality & Forward-Deployed Engineering — SUIKI", "source": { "url": "https://suiki.co.uk/ai-development-quality", "retrieved_at": "2026-10-01T21:20:36.064125+00:00", "kind": "reviewed_adaptation_of_previously_published_site", "adapted_at": "2026-10-02" }, "paragraphs": [ "For teams commissioning AI development", "AI development you can put into production", "A convincing demo is a useful start. A system your team can own needs a defined problem, engineering decisions, tests, security checks, and a release plan. SUIKI uses AI to accelerate the work while a human engineer remains accountable for what ships.", "Discuss your project →", "What if we need more than a prototype?", "AI-generated code can make a first version fast. The questions for a buyer are whether it solves the right workflow, fits an existing system, handles data and permissions safely, and can be maintained after the first release. We answer those questions with agreed acceptance criteria and reviewable delivery evidence, rather than asking you to trust a prompt or a demo.", "Can you review a \"vibe-coded\" prototype we already have?", "Yes, as a scoped first step. We would establish what it is meant to do, review its code and dependencies, identify data and permission risks, and test the behaviour that matters to users. The outcome may be a plan to harden it, replace a bounded part, or stop before further spend. We would agree the review depth and deliverable before starting.", "What does forward-deployed engineering add?", "A forward-deployed engineer (FDE) works close to the people and systems that will use the software. The work joins discovery to delivery: understand the real workflow, turn it into a scoped technical plan, build with the client team, observe what works, and feed that evidence into the next decision. For a SUIKI engagement, we agree the lead, working rhythm, decision rights, and handover in the proposal.", "See the real workflow. Talk to users and owners, inspect the current product and constraints, and find the smallest useful outcome.", "Make the work testable. Define user stories, acceptance criteria, data boundaries, risks, and what must stay under human control.", "Build in context. Integrate with your code, people, and release process; review AI-assisted changes as engineering work.", "Prove and transfer. Check behaviour against the agreed criteria, release through the agreed controls, and hand over code and operating knowledge.", "This approach can cover a bounded AI feature alongside your developers as well as a larger application build. The scope and on-site or remote involvement are agreed for each project.", "Can you take on only part of an AI project?", "Decide where AI helps", "Review a workflow, compare a small AI-assisted change with non-AI alternatives, and define a first experiment.", "AI adoption and scoping →", "Add a feature or integration", "Build a contained service, interface, or agent workflow within an existing product, with clear data and permission boundaries.", "Full-stack development →", "Modernise what is already live", "Map usage and dependencies before changing an inherited system; keep current users and operations in view.", "Legacy modernisation →", "How do we make the result reviewable?", "Correct problem", "We write down the users, current workflow, success criteria, and exclusions before committing to a build. This limits the risk of producing polished software for the wrong task.", "Accountable implementation", "A human owns architecture and code review. Requirements become acceptance criteria and tests; AI output is checked against both. Our delivery process explains the sequence.", "Security and model risk", "We agree the data, permission, and release checks the project needs. For systems that use an LLM in production, prompt injection, unsafe outputs, and unintended external actions are explicit design questions. NIST's AI Risk Management Framework and the OWASP LLM Top 10 are useful references; neither is a certification of SUIKI or a substitute for project-specific review.", "Release and ownership", "We agree how changes reach staging and production, what evidence is needed to release, and who can approve external effects. Deliverables and handover are written into the proposal.", "What work can you inspect?", "CommentNow", "A news-publishing application taken from initial build to production. The public case study records 30+ delivered features and nine security hardening measures. It shows the application, infrastructure, and testing work behind an AI-assisted delivery.", "Profile renewal", "For a long-running subscription platform, more than 200 existing features were checked against production usage logs before the rebuild scope was set. This is evidence-led discovery for a live system, where building the wrong replacement would be costly.", "Suiki Agent", "Our own operations agent investigates production signals and prepares proposals. Draft pull requests can be created automatically within configured limits and presented for human review. Other actions follow their configured approval policies. It demonstrates a concrete boundary for agent autonomy, not a claim that an AI agent should run without oversight.", "What would you receive?", "The deliverables depend on the engagement. A scoping phase may produce a workflow map, options, risks, and a recommended first increment. A build may also include acceptance criteria, architecture decisions, reviewed code, tests, deployment checks, and operating notes. We specify these in the proposal so that completion can be checked against agreed evidence.", "Before a release, ask us to show the agreed acceptance checks, test results, security decisions, and the release and rollback plan. After handover, your team should know where the code runs, who owns access, and how faults are investigated. The exact evidence set follows the risk and scope of the work.", "We do not promise defect-free software or a fixed result from an unspecified AI brief. We do promise to make responsibility, scope, checks, and handover explicit before work begins.", "How long will it take, and what will it cost?", "The first 20-minute conversation is free. An introductory AI advisory session is listed at £100 per hour for the first session. A code review, integration, or build needs a scoped proposal: we agree the first useful increment, milestones, deliverables, timeline, and price after seeing the system and constraints. We will not attach a fixed build quote to an unexamined brief.", "Tell us the part that worries you", "Bring an existing product, a proposed AI feature, or an early idea. Our AI project overview explains the entry points; a proposal defines the actual scope and evidence of completion.", "Contact SUIKI →" ], "links": [ "/contact?topic=ai-project", "/services/ai-consultation", "/services/fullstack-development", "/services/legacy-modernisation", "/how-we-work", "https://airc.nist.gov/airmf-resources/airmf/5-sec-core/", "https://genai.owasp.org/llm-top-10/", "/work/commentnow", "/work/profile-renewal", "/work/suiki-agent", "/ai-projects" ], "reviewed_at": "2026-10-02" }, { "url": "https://suiki.co.uk/about", "title": "About — SUIKI", "source": { "url": "https://suiki.co.uk/about", "retrieved_at": "2026-10-01T21:20:36.547129+00:00", "kind": "reviewed_adaptation_of_previously_published_site", "adapted_at": "2026-10-02" }, "paragraphs": [ "About SUIKI", "SUIKI LIMITED is a UK-based software development company combining AI-driven engineering with Japanese quality principles. Founded in 2021 and based in West Yorkshire, we build software that's fast to ship and built to last.", "Our Approach", "We use Claude Code, Codex and custom AI workflows to support engineering work. A human reviews requirements, implementation and release evidence. Security, testing, infrastructure and acceptance checks are agreed for each engagement.", "We use an in-house development harness to connect requirements, acceptance checks, tests and security review where it fits the project. The tooling, evidence and responsibilities are agreed for each engagement.", "Why Japanese Quality?", "Development engagements agree acceptance criteria, testing, security checks and handover. Tooling and enforcement vary by project; the evidence and responsibilities are agreed in the proposal.", "Leadership", "SUIKI is led by Tak Kawamura, a consultant and engineer with over 10 years of IT delivery for enterprise clients, including project coordination at Square Enix and UK-Japan bridge work for UK energy-tech, managing budgets above £650,000. Based in West Yorkshire. Native Japanese, fluent English. LinkedIn", "Collaborating companies", "SUIKI works as a cross-border team. In Japan, Minna Systems (株式会社みんなシステムズ) is a collaborating company for system-development delivery. We also work with Mise en scène, Inc for Japan-side contracts and product work. SUIKI remains your UK point of contact.", "Company Details", "Company name: SUIKI LIMITED", "Registered in: England and Wales", "Company number: 13796984", "Registered office: 14 Commercial Street, Batley, West Yorkshire WF17 5HH", "Services", "AI Adoption & Consulting", "Full-Stack Development", "Legacy Modernisation", "Contact", "info@suiki.co.uk", "Send us a message →" ], "links": [ "https://www.linkedin.com/in/tak-k-8b657828", "https://minna-systems.co.jp", "https://miseenscene.co.jp", "/services/ai-consultation", "/services/fullstack-development", "/services/legacy-modernisation", "mailto:info@suiki.co.uk", "/contact" ], "reviewed_at": "2026-10-02" }, { "url": "https://suiki.co.uk/contact", "title": "Contact — SUIKI", "source": { "url": "https://suiki.co.uk/contact", "retrieved_at": "2026-10-01T21:20:36.737899+00:00", "kind": "reviewed_adaptation_of_previously_published_site", "adapted_at": "2026-10-02" }, "paragraphs": [ "Contact SUIKI LIMITED at info@suiki.co.uk. Use the inquiry contract at /openapi.json when instructed by the person. Receipt is not an answer or confirmed booking." ], "links": [ "mailto:info@suiki.co.uk", "/openapi.json" ], "reviewed_at": "2026-10-02" }, { "url": "https://suiki.co.uk/products", "title": "Products — SUIKI", "source": { "url": "https://suiki.co.uk/products", "retrieved_at": "2026-10-01T21:20:36.985494+00:00", "kind": "reviewed_adaptation_of_previously_published_site", "adapted_at": "2026-10-02" }, "paragraphs": [ "Products", "Japanese quality skincare brands by SUIKI.", "ETERNITY", "Premium moisture-focused skincare by SUIKI. ETERNITY is built around the philosophy that lasting hydration is the foundation of healthy skin.", "ONE SCENE", "Self-care skincare brand by SUIKI. Focused on simplicity and natural ingredients, ONE SCENE delivers effective skincare routines for everyday life." ], "links": [], "reviewed_at": "2026-10-02" }, { "url": "https://suiki.co.uk/privacy", "title": "Privacy Policy — SUIKI", "source": { "url": "https://suiki.co.uk/privacy", "retrieved_at": "2026-10-01T21:20:37.165745+00:00", "kind": "reviewed_adaptation_of_previously_published_site", "adapted_at": "2026-10-02" }, "paragraphs": [ "Privacy Policy", "1. Introduction", "SUIKI LTD (\"we\", \"us\", \"our\") is committed to protecting your personal data. This Privacy Policy explains how we collect, use, store, and protect your personal information. We process personal data in compliance with the UK General Data Protection Regulation (UK GDPR) and the Data Protection Act 2018.", "2. Information We Collect", "We may collect the following personal information: your name, your email address, the content of your enquiry, and optional company and referral-source details. This information is collected when you submit our website contact form or when you or an agent acting on your instruction submits an API inquiry or booking request. Optional questions and selection constraints are used to understand your needs; do not send passwords, confidential documents or your full AI conversation.", "3. How We Use Your Information", "We use the personal information we collect for the following purposes: to respond to your enquiries, to provide information about our services, and to improve and enhance our services. We will not use your personal information for any other purpose without your consent.", "4. Sharing Your Information", "We do not sell, exchange, or rent your personal information to third parties. However, we may share your information when required by law, with your prior consent, or with service providers necessary for our operations (e.g. Cloudflare for hosting and private API inquiry storage, Formspree for website contact form delivery, Google Fonts for typeface delivery, and Google Calendar for consultation scheduling).", "5. Data Storage and Security", "We protect your personal data with appropriate technical and organisational measures. API inquiry payloads and reply evidence are removed by a daily cleanup once they are 90 days old, including while intake is paused. Website booking payloads and receipts are removed 90 days after both their final resolution and the scheduled session end. Unresolved booking attempts are retained until reconciled to prevent duplicate or conflicting reservations. Google Calendar events, mailbox copies and records for separately agreed work are managed separately according to their purpose; contact info@suiki.co.uk about deletion.", "6. Your Rights", "Under UK GDPR, you have the following rights: right of access to your personal data, right to rectification of inaccurate data, right to erasure (\"right to be forgotten\"), right to restriction of processing, right to data portability, and right to object to processing. To exercise any of these rights, please contact us at info@suiki.co.uk.", "7. Cookies", "When you choose a display theme, a theme cookie remembers your choice. We no longer set the hero_v marketing experiment cookie; an older cookie expires according to its original lifetime. The admin area uses separate authentication/session storage.", "8. Changes to This Policy", "We may update this Privacy Policy from time to time. Any changes will be posted on our website.", "9. Contact Us", "If you have any questions or requests regarding this policy, please contact us: SUIKI LIMITED, Email: info@suiki.co.uk, Address: 14 Commercial Street, Batley, West Yorkshire WF17 5HH, United Kingdom.", "Last updated: October 2026", "Inquiry and booking receipts are not public lookup links. We do not automatically publish inquiry text. A person reviews facts, anonymisation and permission before publishing a general answer.", "Aggregate counters distinguish public document requests, self-declared test or real inquiries and bookings. These counters do not contain email addresses, full referrers, IP addresses or conversation text. IP addresses are used transiently for abuse rate limiting." ], "links": [], "reviewed_at": "2026-10-02" }, { "url": "https://suiki.co.uk/terms", "title": "Terms of Service — SUIKI", "source": { "url": "https://suiki.co.uk/terms", "retrieved_at": "2026-10-01T21:20:37.396104+00:00", "kind": "reviewed_adaptation_of_previously_published_site", "adapted_at": "2026-10-02" }, "paragraphs": [ "Terms of Service", "1. Introduction", "These Terms of Service (\"Terms\") govern your use of the SUIKI website (suiki.co.uk) and any services provided by SUIKI LTD (\"we\", \"us\", \"our\"). By accessing our website, you agree to be bound by these Terms.", "2. Services", "SUIKI LTD provides software development services including web application development, mobile app development, API/backend development, and technical consulting. We also offer skincare products through our brands. All services are subject to separate agreements as applicable.", "3. Intellectual Property", "All content on this website, including text, graphics, logos, and images, is the property of SUIKI LTD and is protected by applicable intellectual property laws. You may not reproduce, distribute, or create derivative works without our prior written consent.", "4. Limitation of Liability", "To the fullest extent permitted by law, SUIKI LTD shall not be liable for any indirect, incidental, or consequential damages arising from your use of our website or services. Our total liability shall not exceed the amount paid by you for the specific service in question.", "5. Governing Law", "These Terms shall be governed by and construed in accordance with the laws of England and Wales. Any disputes shall be subject to the exclusive jurisdiction of the courts of England and Wales.", "6. Contact", "If you have any questions about these Terms, please contact us: SUIKI LIMITED, Email: info@suiki.co.uk, Address: 14 Commercial Street, Batley, West Yorkshire WF17 5HH, United Kingdom.", "Last updated: April 2026" ], "links": [], "reviewed_at": "2026-10-02" }, { "url": "https://suiki.co.uk/services/ai-consultation", "title": "AI Adoption & Japan Market Consulting — SUIKI", "source": { "url": "https://suiki.co.uk/services/ai-consultation", "retrieved_at": "2026-10-01T21:20:37.569270+00:00", "kind": "reviewed_adaptation_of_previously_published_site", "adapted_at": "2026-10-02" }, "paragraphs": [ "AI Adoption & Japan Market Consulting", "First 20 minutes free", "For UK companies that know they should be doing something with AI but aren't sure what, and for UK companies looking at the Japanese market. Start with a free 20-minute call.", "Pricing", "Intro call", "Free", "20 minutes", "Tell us where you are. We'll tell you honestly whether and how we can help. No slides, no pitch.", "AI advisory session", "£100/hour", "Introductory rate, first session", "A working session on your actual situation: where AI fits in your product or operations, what to build vs buy, and what to do first. You leave with a concrete next step.", "Two situations we hear a lot. One: the board wants AI on the roadmap, but nobody can say what that actually means for your product or your team. Two: you see the opportunity in Japan, but the language, the business culture, and the lack of a local network make it hard to even start. We work on both.", "Why us", "Over 10 years of IT consulting and delivery for enterprise clients, including Square Enix and UK energy-tech, bridging UK and Japanese teams on budgets above £650,000. We build with AI daily, so the advice comes from shipping software with it, not from reading about it. And we're bilingual: native Japanese, fluent English, based in the UK.", "How to start", "Book a free 20-minute call through the booking API when available, or contact us. If you'd rather not book anything yet, email info@suiki.co.uk with a couple of lines about your situation. Either works.", "How we manage AI-assisted delivery quality", "Discuss this service →" ], "links": [ "/ai-development-quality", "/contact" ], "reviewed_at": "2026-10-02" }, { "url": "https://suiki.co.uk/services/legacy-modernisation", "title": "Legacy Modernisation — SUIKI", "source": { "url": "https://suiki.co.uk/services/legacy-modernisation", "retrieved_at": "2026-10-01T21:20:37.751375+00:00", "kind": "reviewed_adaptation_of_previously_published_site", "adapted_at": "2026-10-02" }, "paragraphs": [ "Legacy Modernisation", "Evolve without breaking", "Transform aging codebases into modern, maintainable systems. We specialise in incremental migration strategies that keep your application running while we rebuild it underneath.", "There's a system your business depends on that nobody wants to touch. The developer who understood it left years ago, and every change is a gamble. Legacy systems don't need to be rewritten from scratch: we use AI-assisted analysis to understand existing codebases, even ones with minimal documentation or tests, and plan incremental migration paths that minimise risk and keep the business running. We're currently modernising a 15-year-old PHP 5.3 platform with 24,000+ commits of history, so this isn't theory.", "If you have a system like this, book a free 20-minute call through the booking API when available, or contact us, or email info@suiki.co.uk and tell us what it runs on. We've probably seen worse.", "How we manage AI-assisted delivery quality", "Discuss this service →" ], "links": [ "/ai-development-quality", "/contact" ], "reviewed_at": "2026-10-02" }, { "url": "https://suiki.co.uk/services/fullstack-development", "title": "Full-Stack Development — SUIKI", "source": { "url": "https://suiki.co.uk/services/fullstack-development", "retrieved_at": "2026-10-01T21:20:37.944251+00:00", "kind": "reviewed_adaptation_of_previously_published_site", "adapted_at": "2026-10-02" }, "paragraphs": [ "Full-Stack Development", "AI-augmented, production-grade", "End-to-end application development, overseen by a consultant with 10+ years of enterprise IT delivery. AI-assisted engineering supports delivery by a small team; scope, cost and acceptance checks are agreed per engagement.", "You have a product to build and the agency quotes don't add up. Our AI-augmented workflow supports a small team. Testing, security, infrastructure and release checks are agreed for the engagement. Delivery is overseen by a consultant with over 10 years of enterprise IT experience, including Square Enix and UK energy-tech projects with budgets above £650,000.", "What you get", "Full-stack TypeScript (Next.js, NestJS, React), infrastructure-as-code (Terraform), CI/CD pipelines (GitHub Actions), test suites checked for quality (we verify tests actually catch bugs, not just chase a coverage number), security hardening, and complete documentation. Staging and production environments are agreed in the proposal.", "Not sure about the scope yet? Book a free 20-minute call through the booking API when available, or contact us, or email info@suiki.co.uk.", "How we manage AI-assisted delivery quality", "Discuss this service →" ], "links": [ "/ai-development-quality", "/contact" ], "reviewed_at": "2026-10-02" }, { "url": "https://suiki.co.uk/work/profile-renewal", "title": "Profile Renewal: A Full Rebuild, Driven by Real Usage — SUIKI", "source": { "url": "https://suiki.co.uk/work/profile-renewal", "retrieved_at": "2026-10-01T21:20:38.190072+00:00", "kind": "reviewed_adaptation_of_previously_published_site", "adapted_at": "2026-10-02" }, "paragraphs": [ "Japanese web services company Ongoing", "Profile Renewal: A Full Rebuild, Driven by Real Usage", "Leading the full renewal of the same long-running platform. We audited every one of its 200+ features against real production access logs to decide what to keep, cut, or redesign, so the rebuild is scoped by evidence, not guesswork.", "Team Spec and engineering lead with a delivery-partner team, a forward-deployed engineer, and a security advisor", "200+ Features audited Production access logs Basis Evidence-based scoping Approach Spec, requirements, scope lead Role", "The Challenge", "Fifteen years of accumulated features had to be sorted into keep, cut, and redesign, without relying on opinion or institutional memory.", "What We Do", "We checked real production access logs to confirm which features are actually used, then set the rebuild scope from that evidence. We lead the requirements, specification, and scoping.", "Why It Matters", "Not a blind port of everything, and not guesswork about what to drop. Paired with the maintenance work, it shows both halves of how we treat inherited systems: keep them alive, then rebuild them on evidence.", "Start a similar project →", "More Work", "Early LLM Editorial Automation", "Japanese HR news media platform", "Product management plus an early-generation LLM pipeline for an editorial media platform.", "UK-Japan Integration for an Energy Platform", "UK demand-response platform (European utility group)", "Owned the UK-Japan technical integration for a UK demand-response platform inside a European utility group." ], "links": [ "/contact", "/work/early-llm-editorial-automation", "/work/uk-japan-energy-integration" ], "reviewed_at": "2026-10-02" }, { "url": "https://suiki.co.uk/work/early-llm-editorial-automation", "title": "Early LLM Editorial Automation — SUIKI", "source": { "url": "https://suiki.co.uk/work/early-llm-editorial-automation", "retrieved_at": "2026-10-01T21:20:38.413768+00:00", "kind": "reviewed_adaptation_of_previously_published_site", "adapted_at": "2026-10-02" }, "paragraphs": [ "Japanese HR news media platform 2024", "Early LLM Editorial Automation", "Product management plus an early-generation LLM pipeline for an editorial media platform.", "Team Product lead with an AI-augmented build team", "Context", "An HR-focused news media platform needed product direction and wanted to automate parts of its editorial operation.", "What We Did", "Built a pipeline that handled article extraction, LLM summarisation, and automated social posting, in production, before LLM automation became commonplace.", "Why It Matters", "This is not a firm that recently discovered AI. We have been putting language models into working products for years, which is the continuity behind everything else here.", "Start a similar project →", "More Work", "Profile Renewal: A Full Rebuild, Driven by Real Usage", "Japanese web services company", "Leading the full renewal of the same long-running platform. We audited every one of its 200+ features against real production access logs to decide what to keep, cut, or redesign, so the rebuild is scoped by evidence, not guesswork.", "UK-Japan Integration for an Energy Platform", "UK demand-response platform (European utility group)", "Owned the UK-Japan technical integration for a UK demand-response platform inside a European utility group." ], "links": [ "/contact", "/work/profile-renewal", "/work/uk-japan-energy-integration" ], "reviewed_at": "2026-10-02" }, { "url": "https://suiki.co.uk/work/uk-japan-energy-integration", "title": "UK-Japan Integration for an Energy Platform — SUIKI", "source": { "url": "https://suiki.co.uk/work/uk-japan-energy-integration", "retrieved_at": "2026-10-01T21:20:39.221448+00:00", "kind": "reviewed_adaptation_of_previously_published_site", "adapted_at": "2026-10-02" }, "paragraphs": [ "UK demand-response platform (European utility group) 2021-2023", "UK-Japan Integration for an Energy Platform", "Owned the UK-Japan technical integration for a UK demand-response platform inside a European utility group.", "Team Integration and project lead, coordinating UK and Japan engineering, legal, and multi-site field teams", "Context", "A UK demand-response platform, part of a European utility group, had to be integrated with a Japanese delivery and operations setup across two countries.", "What We Did", "Took over as both interpreter and project lead mid-engagement, then owned legal compliance and multi-site device logistics, connecting the technical, contractual, and on-the-ground sides of the work in both countries.", "Why It Matters", "A UK company, a regulated industry, and multi-site delivery: exactly the conditions UK clients hire for. It also shows one person bridging language, engineering, and logistics on the same project.", "Start a similar project →", "More Work", "Profile Renewal: A Full Rebuild, Driven by Real Usage", "Japanese web services company", "Leading the full renewal of the same long-running platform. We audited every one of its 200+ features against real production access logs to decide what to keep, cut, or redesign, so the rebuild is scoped by evidence, not guesswork.", "Early LLM Editorial Automation", "Japanese HR news media platform", "Product management plus an early-generation LLM pipeline for an editorial media platform." ], "links": [ "/contact", "/work/profile-renewal", "/work/early-llm-editorial-automation" ], "reviewed_at": "2026-10-02" }, { "url": "https://suiki.co.uk/work/it-due-diligence-advisory", "title": "IT Due Diligence & Engineering Advisory — SUIKI", "source": { "url": "https://suiki.co.uk/work/it-due-diligence-advisory", "retrieved_at": "2026-10-01T21:20:39.451699+00:00", "kind": "reviewed_adaptation_of_previously_published_site", "adapted_at": "2026-10-02" }, "paragraphs": [ "Japanese media-tech group 2025", "IT Due Diligence & Engineering Advisory", "Ran the IT due diligence for an acquisition (codebase, revenue, risk) and presented findings to the executive committee, then advised on the acquired portfolio.", "Team Technical lead, reporting to the executive committee", "Context", "An acquisition needed the target product's technical assets assessed before the deal, and informed engineering judgement afterwards.", "What We Did", "Examined the codebase, revenue picture, and risks, and presented the findings to the executive committee. We then continued as product and engineering advisor for the acquired portfolio.", "Why It Matters", "Not just writing code, but translating technology into the language of a business decision. That is the consulting tier of what we do.", "Start a similar project →", "More Work", "Profile Renewal: A Full Rebuild, Driven by Real Usage", "Japanese web services company", "Leading the full renewal of the same long-running platform. We audited every one of its 200+ features against real production access logs to decide what to keep, cut, or redesign, so the rebuild is scoped by evidence, not guesswork.", "Early LLM Editorial Automation", "Japanese HR news media platform", "Product management plus an early-generation LLM pipeline for an editorial media platform." ], "links": [ "/contact", "/work/profile-renewal", "/work/early-llm-editorial-automation" ], "reviewed_at": "2026-10-02" }, { "url": "https://suiki.co.uk/work/suiki-agent", "title": "Suiki Agent — SUIKI", "source": { "url": "https://suiki.co.uk/work/suiki-agent", "retrieved_at": "2026-10-01T21:20:39.698726+00:00", "kind": "reviewed_adaptation_of_previously_published_site", "adapted_at": "2026-10-02" }, "paragraphs": [ "Internal operations platform Ongoing", "Suiki Agent", "An autonomous operations agent that watches production signals, investigates, and prepares proposals and draft pull requests. Draft creation can be automatic within configured limits; changes remain available for human review.", "Team AI-augmented lead with a security advisor", "Configured policies Safety model Continuous Scheduler Full Audit trail Policy-controlled External actions", "The Challenge", "Production support means repetitive first-response work: reading error signals, checking failures, gathering context, and deciding whether something needs action. The goal was to make that loop dependable without giving an AI agent unsafe write access.", "What We Built", "An operations agent that watches production signals, classifies them, enriches investigations with safe context, and prepares proposals and draft pull requests. Draft creation can be automatic within configured limits, with evidence available for human review.", "Safety & Evidence", "Task state, results, and operational status are recorded for review. Approval requirements depend on the action and configured policy. Draft creation can be automatic; proposals and draft pull requests are available for human review.", "Start a similar project →", "More Work", "Profile Renewal: A Full Rebuild, Driven by Real Usage", "Japanese web services company", "Leading the full renewal of the same long-running platform. We audited every one of its 200+ features against real production access logs to decide what to keep, cut, or redesign, so the rebuild is scoped by evidence, not guesswork.", "Early LLM Editorial Automation", "Japanese HR news media platform", "Product management plus an early-generation LLM pipeline for an editorial media platform." ], "links": [ "/contact", "/work/profile-renewal", "/work/early-llm-editorial-automation" ], "reviewed_at": "2026-10-02" }, { "url": "https://suiki.co.uk/work/profile-platform", "title": "Profile: Keeping a Live Platform Alive — SUIKI", "source": { "url": "https://suiki.co.uk/work/profile-platform", "retrieved_at": "2026-10-01T21:20:39.979092+00:00", "kind": "reviewed_adaptation_of_previously_published_site", "adapted_at": "2026-10-02" }, "paragraphs": [ "Japanese web services company Ongoing maintenance (since 2025)", "Profile: Keeping a Live Platform Alive", "A 15-year-old subscription platform with a live, paying subscriber base, hundreds of features, and thousands of commits from many past hands. We keep it running, secure, and billing-accurate. Our responsibilities include incident response, security fixes and billing-data integrity.", "Team AI-augmented maintenance lead with a forward-deployed engineer, a security advisor, and an autonomous incident-response loop Stack Long-running PHP / MySQL application, maintained on a modern toolchain: CI, monitoring, automated backups, and a regular security-patching cadence.", "15+ years Platform age Thousands of commits, 30+ past contributors History Maintained, live Billing integrity", "The Challenge", "Revenue still flows through an ageing platform that cannot be switched off. The job is to keep it running, keep it secure, and keep its billing data correct, while responding to real production incidents.", "What We Do", "Production incident response, security fixes, and billing-data integrity. We investigate incidents and check changes against the operational and billing behaviour involved.", "Why It Matters", "Maintaining an inherited, fifteen-year-old system requires careful investigation and review of changes against the live service. That is the work we keep doing.", "On the parts we touch we add tests, keep dependencies patched, and watch the platform with monitoring and automated backups, so it stays healthy and maintainable without a risky rewrite.", "Start a similar project →", "More Work", "Profile Renewal: A Full Rebuild, Driven by Real Usage", "Japanese web services company", "Leading the full renewal of the same long-running platform. We audited every one of its 200+ features against real production access logs to decide what to keep, cut, or redesign, so the rebuild is scoped by evidence, not guesswork.", "Early LLM Editorial Automation", "Japanese HR news media platform", "Product management plus an early-generation LLM pipeline for an editorial media platform." ], "links": [ "/contact", "/work/profile-renewal", "/work/early-llm-editorial-automation" ], "reviewed_at": "2026-10-02" }, { "url": "https://suiki.co.uk/work/commentnow", "title": "CommentNow — SUIKI", "source": { "url": "https://suiki.co.uk/work/commentnow", "retrieved_at": "2026-10-01T21:20:40.304839+00:00", "kind": "reviewed_adaptation_of_previously_published_site", "adapted_at": "2026-10-02" }, "paragraphs": [ "Japanese media-tech company (B2B) Initial build: 6 months · Ongoing", "CommentNow", "An expert-commentary platform for news publishers, designed, built, and shipped to production by a small AI-augmented team. 30+ features delivered, with senior-level security and infrastructure review.", "6 months Zero to production-ready 1 lead + 1 junior Team 30+ Features delivered 9 Security hardening measures", "The Challenge", "A new product for news publishers had to go from nothing to production-ready, on a real timeline, with a small team and no room for the quality to slip.", "What We Delivered", "A complete full-stack application with 30+ features: expert dashboards, admin comment management, embeddable widgets, role-based access control, and a user invitation system, designed, built, and shipped to production.", "How We Build", "AI-assisted development supported a two-person team. Security and infrastructure were reviewed at senior level, and the test suite was held to a quality bar that checks whether tests actually catch bugs. The result is not a prototype: it ships and runs.", "Start a similar project →", "More Work", "Profile Renewal: A Full Rebuild, Driven by Real Usage", "Japanese web services company", "Leading the full renewal of the same long-running platform. We audited every one of its 200+ features against real production access logs to decide what to keep, cut, or redesign, so the rebuild is scoped by evidence, not guesswork.", "Early LLM Editorial Automation", "Japanese HR news media platform", "Product management plus an early-generation LLM pipeline for an editorial media platform." ], "links": [ "/contact", "/work/profile-renewal", "/work/early-llm-editorial-automation" ], "reviewed_at": "2026-10-02" } ], "answers": [ { "id": "existing-prototype", "question": "Can SUIKI review an existing AI-generated prototype?", "answer": "Yes, as a scoped first step. Review depth and deliverables are agreed before work starts; the result may be a hardening plan, a bounded replacement, or a decision to stop.", "sources": [ "https://suiki.co.uk/ai-development-quality" ], "basis": "existing_public_information", "reviewed_at": "2026-10-01", "publication": "approved_public_source" }, { "id": "initial-consultation", "question": "What does the initial consultation cost?", "answer": "The first 20-minute human consultation is free. Further advisory or development work is separately agreed. A 60-minute offer and discounts are not currently available.", "sources": [ "https://suiki.co.uk/ai-development-quality" ], "basis": "existing_public_information", "reviewed_at": "2026-10-01", "publication": "approved_public_source" } ], "learning": { "publication": "A person verifies facts, evidence, anonymisation and permission before adding a public answer. Private inquiries are never published automatically." }, "links": { "html": "/", "text": "/public.txt", "contract": "/openapi.json", "sitemap": "/sitemap.xml" } }