AI you can measure, not just a nice demo.
For businesses with a repetitive job eating staff time every day, or an AI project that never proved it works. We take one business problem and deliver a working AI system on your server, together with the evidence that it gives the right answers.
The AI answered beautifully in the demo. Nobody knows if it is right in real use.
What if every AI answer came with a number, and the number was written into the contract?
Nobody Can Say How Often It Is Right
The system looked great when it was shown. Now it sometimes answers wrong, sometimes makes things up, and nobody can tell you what percentage of answers are correct.
Every Change Is a Gamble
Someone changed something last week. Nobody knows whether the old answers still work. And the one person who built it is the only one who can touch it.
No Answer for Your Executive or Compliance Team
Nobody knows how much you paid for AI this month, or whether the system would follow instructions from someone who tries to trick it. When you are asked "is this safe, and how do you know?", you have no page to show.
Finally Know Whether Your AI Is Right
A measured accuracy number from your own real cases, a re-test you can run yourself, and a report on what breaks — delivered with a system that is live on your server.
Core Promises
- You get a number, not a feeling: accuracy measured on real cases from your business, with the figure written into the contract
- You can change the system without fear: an automatic re-test set is handed to you, so any edit shows at once whether old answers are still right
- You can show your executive or compliance team: a security test report shows what was tried and what was blocked, and risky actions need a person's approval
- You know what it costs: a tracking page shows usage, cost, speed and errors
- Your team can take it over: a decision record explains each choice, and a failure-points report lists where it will break and what was done about it
- You are told the truth about whether you need AI: if you do not, we say so with the reason and you pay only for the analysis
Why Not Just Pay 30,000 for a Demo?
Most AI sellers deliver a working demo, and a demo looks the same whether it costs 30,000 or 189,000 baht in a ten-minute meeting. The difference shows up on the day the AI answers wrong.
With this service there is a measured accuracy number written into the contract, a re-test set that shows what broke after any change, a security report, and a cost and speed page. Most sellers deliver none of these.
If you cannot answer "what happens when it answers wrong?", start with the 39,000 baht Architecture package. It is credited in full if you hire us to build within 90 days.
The Path to Go-Live
Free 15-Min Call, Then Start With the Analysis
Tell us the one business problem. We interview the people involved, define what "success" means as a number, and tell you honestly whether AI is the right tool. You get a document you can take to any builder.
We Build It and Prove It
We build the system, measure accuracy on real cases from your business, try to trick it, add human approval where money or data is at risk, and put it live on your server with HTTPS and a tracking page. You do not build anything.
You Run It With Evidence in Hand
We present the architecture, the reasons behind each decision and the test results, train your team, and hand over every document. You know what it costs, how accurate it is, and where it can fail.
What You'll Need to Provide
- One clear business problem, and someone who can answer questions about the process
- The relevant data, documents and system access
- 50 real example cases with correct answers — used to measure accuracy. Without them, no accuracy figure can be guaranteed
- One decision-maker to approve scope and accept delivery
- A server or cloud account (we will recommend specs)
If your AI answers well in the demo but nobody can tell you how often it is right — that is exactly the problem this service is built to solve. Message us for a free 15-minute chat before deciding — no obligation.
Who Benefits Most From This
Businesses with a repetitive job eating staff time
- A daily job such as answering the same questions, searching documents, keying in data or summarising reports
- Already have back-office systems (ERP, accounting, database, booking) and want the AI to use real data from them
- One clear problem to start with, and someone who can answer questions about the process
Organisations whose AI project stalled, or who must explain it upward
- Tried AI before and it is not accurate, nobody can maintain it, or nobody dares to use it
- Must explain to an executive or a compliance team how the AI is safe and how it is measured
- Have their own developers and want a system the team can take over, with documents and a test set
- Executives unsure where to invest in AI can start with the analysis package
Who This Is NOT For
- You need a customer-facing website or mobile app — this service delivers an API and an internal page
- You need a new AI model trained on your data, a forecasting system, or voice or image work
- You cannot provide 50 real example cases with correct answers — we cannot guarantee an accuracy figure without them
- You want a quick, low-cost FAQ answerer — see our AI Chatbot Systems service instead
Can You Answer These Questions About Your AI?
You're Working Directly With the Person Who Builds It
Sarunjade
AI Automation Consultant
- AI Automation Consultant based in Bangkok, building AI chatbots, workflow automations, and operational systems for Thai SMEs since 2024
- Built LINE and Facebook Messenger AI assistants with human handoff, OCR-based document automation, and CR-OS3 — a multi-tenant car-rental operations SaaS platform, built end-to-end
- 5+ years in data analytics and performance marketing before automation: Prudential Life Assurance, Generali Thailand, Pomelo Fashion, aCommerce — SQL/Power BI dashboards for insurance underwriting and retention, GA4/GTM funnel analysis, paid media optimization across Southeast Asia
- Delivered a 2020 e-commerce campaign with a 10x sales lift and 25x ROAS
- That data background is why every system ships with logging, KPI tracking, and a feedback loop — not just working code
- Master of Marketing, University of Auckland
- 20+ SME clients delivered across hospitality, retail, clinics, solar, insurance, and food manufacturing
Which Package Do You Need?
Production AI Packages
Architecture — Analysis & Design
Analyse one business problem, set success criteria, choose the right approach with reasons, and design the architecture. Delivered as documents you can hand to any builder.
- Interviews and a written summary of the business problem
- Success criteria as numbers, plus agreed acceptance criteria
- Recommended approach, with why this one and not the others
- A straight opinion on whether the problem needs AI at all
- System architecture diagram and a decision record (ADR) for your IT team or executives
- Risk assessment, likely failure points and estimated monthly running cost
- Phased build plan with timeline and budget, and one 90-minute presentation with Q&A
- Credited in full if you hire us to build within 90 days · all documents are yours
- Delivered in 7 days · 2 revisions
Production AI System — Built and Live
One business problem taken from analysis to a live system on your server, with the accuracy test set and reports handed to your team.
- Everything in Architecture
- A working AI system for the agreed problem, live on your server with HTTPS
- The building blocks that fit the problem: document search with source references, or a connection from the AI to your existing systems
- An API for other systems to call, plus an internal page for your staff
- Accuracy test set of 200 real cases, with the guaranteed figure written into the contract
- An automatic re-test set, handed over, so any change shows at once whether old answers are still right
- A security test report, protections, and human approval on risky steps
- A page tracking usage, cost, speed and errors
- A failure-points report and what has been done about each
- 2 training sessions, a full document set, and 45 days of support after delivery
- Delivered in 40 days · 3 revisions
Connected System — AI Inside Your Real Systems
Builds on the Production package so the AI connects to up to 3 internal systems, pulls real data and completes multi-step work, with a person approving anything that affects money or data.
- Everything in Production AI System
- Connection to up to 3 internal systems (ERP, accounting, CRM, database, booking)
- Multi-step work: look up data, check conditions, act, report back
- Human approval before every action that writes or changes real data
- Permissions limited to what is allowed, and every action logged for later review
- Behaviour testing: does it choose the right tool, finish the job, and stay within its limits
- A fallback when the AI provider is down, plus a service-level agreement (SLA)
- Architecture documents for your IT or compliance team
- 3 training sessions (users, administrators, IT) and 60 days of support after delivery
- Delivered in 60 days · 3 revisions
Add-Ons & Extra Services
Support Options After Delivery — Your Choice
No retainer is forced on you. Every package already includes a post-delivery support window; after that, pick the option that fits.
Everything You Need to Know
Zero Risk. Guaranteed Delivery.
The Architecture fee is credited in full if you hire us to build within 90 days, and every document is yours even if you build elsewhere. The accuracy figure is written into the contract once your test set exists, and the handover guide is tested by someone who did not build the system.
Get Started Today
Tell me what you need — I'll get back to you within 24 hours.