Structured Output Enforcement
We build a layer that constrains model output to a strict JSON schema or grammar so downstream code never chokes on malformed responses. Invalid outputs are constrained at generation time or repaired and revalidated.
- Free scoping assessment first
- Inspected before it goes live
- Monthly or every 3 months, or yearly
- 1–3 days build time, once your material is in
What you get
- Structure-enforcing layer between your AI and your code
- Format rules for each type of AI answer you use
- AI repair step that fixes and re-checks broken answers
- Clear fallback errors your developers can handle
- Tests covering every answer type
- Repair log and weekly summary
How your order runs, after you choose a plan
Questionnaire
You answer a short questionnaire about your business, your goals and what this service needs.
Five sample concepts
We prepare five sample ways to run the work from your answers — for example passing each task on at once, one summary a day, or waiting for your yes.
You choose or mix
Pick one, or tell us what to take from two of them.
Upload your material
Send what this service works from — files, data, access or material, depending on the service. We use only what you give us.
We build it
Our specialist AI team builds the complete service from your choice and your material.
Quality inspector
An automated inspector checks the work. Anything that fails is rebuilt before you see it.
Live
Your workflows start running. A status page in your account shows every run.
The five samples usually arrive within minutes. Each service's build time is counted from the day your questionnaire and material are complete.
How it works
What it does for you, every day, once it is live.
- 1Checks every AI answer against your required structure before your code sees it
- 2Repairs malformed answers and checks them again automatically
- 3Logs which requests needed repair so weak prompts can be fixed
- 4Rejects answers that cannot be repaired with a clear error your code can handle
Connects to
Connected to the tools you already use.
How we deliver it
Choose your plan
Every plan includes the complete service. A bigger plan includes more usage.
Pilot
Start small- The complete service is included in this plan.
- Less than $2 a day
- Included every month — AI answers checked: 1,000More when you need it: $12 for 500 extra ($0.024 each)
- 2 care rounds a month — changes, fixes and help
Growth
Recommended- The complete service is included in this plan.
- Less than $2 a day
- Included every month — AI answers checked: 2,000More when you need it: $12 for 500 extra ($0.024 each)
- 2 care rounds a month — changes, fixes and help
Scale
- The complete service is included in this plan.
- Less than $4 a day
- Included every month — AI answers checked: 5,000More when you need it: $12 for 500 extra ($0.024 each)
- 2 care rounds a month — changes, fixes and help
Bigger than Scale? Enterprise is quoted after a free assessment.
- Built on your business — your data, rules and tools — by our specialist AI team, not a generic template.
- Every delivery passes our quality checks before you see it: tested, working and documented.
- On every plan: we keep it live and running, improve it each month from its own results, and your monthly care rounds cover changes, fixes and help.
Included in the price
- The service built for your business and running (or delivered)
- Your workflows running on our machines
- Changes after delivery: rounds of care included
Extras
Tick what you want on top; the total updates as you go.
What we need from you
We use only what you give us — we never invent your details.
- Where does your software use AI answers today?
- What structure must each answer follow?
- What should happen when an answer cannot be fixed?
- Which language and framework is your app built in?
- Who can give us access to a test environment?
Your data stays yours.
The promise, in plain words — and each part is built into how we work, not just written here.
Encrypted, per customer
Everything you send us is encrypted with keys that belong to your account alone.
Used only for your service
Your files and answers are used to build your service — never for another customer's work.
No outside AI without approval
Data you mark confidential is not sent to any outside AI service we have not approved. By default it is handled only by our own tools.
Delete everything, any time
From your account you can delete everything you sent us and everything built from it. Your keys are destroyed, so even backups become unreadable, and you get a deletion receipt. Only the invoice records that accounting law requires are kept.
Add-ons & upgrades
Start with the build, then add what you need — anytime.
Built for your sector
Ready to see it built on your business?
Start with a free scoping assessment — we scope it and quote before you commit.