AI Solutions
AI integration for existing platforms, without a rebuild
Sound familiar?
The rebuild nobody can afford
Every AI agency wants to start from scratch. You have paying customers on the current platform and a roadmap that cannot pause for six months while someone rewrites what already works.
Demos that break at real volume
A prompt that looks perfect on ten sample documents fails on the eleventh layout. Without validation, retries and test sets, AI features embarrass you in front of customers.
Costs that nobody forecast
Model bills climb with usage and nobody owns the number. Features ship without caching, token budgets or model routing, and finance finds out when the invoice arrives.
What you get
- Integration architecture doc
- Extraction and validation pipeline
- Schema-validated model outputs
- Retry and fallback-model logic
- Accuracy test set and reports
- Streaming UI components
- Usage and cost dashboard
- Handover and runbooks
Stack and tools
- Claude API
- OpenAI API
- Next.js
- Node.js
- NestJS
- Python
- Zod
- PostgreSQL
- Prisma
- Redis
- Sentry
How we do it
- 1
Map the seam
We read your codebase and data flows, then pick the smallest surface where AI adds value. The integration plan names every endpoint, model call and failure path before code starts.
- 2
Build with test sets
Real documents and records become the test set. Every prompt or model change runs against it, with field-level accuracy checks, before anything reaches your staging environment.
- 3
Harden
Outputs are validated against schemas, calls get retries, timeouts and a fallback model, and usage is metered per feature so cost and latency stay inside the budget we agreed.
- 4
Ship and watch
The feature goes live behind a flag, we monitor accuracy and spend for two weeks, tune, then hand over documentation and runbooks your team can maintain without us.
Starting at
from $5,000
Typical timeline 3 weeks. One feature, production-ready, with tests and monitoring.
Related work
AI Integration: questions people ask
Further reading
Let's scope your ai integration project.
Tell us what you are building or what is slowing you down. We reply within one business day.