Retrieval over private documents
Ask questions across contracts, manuals and archives with citations back to the source page.
Custom AI Integrations & API Work
When off-the-shelf stops where your problem starts
Custom integration work for teams with a legacy system, an unusual data model or a workflow no template covers. We build it properly, document it, and hand it over.
Overview
Some problems cannot be solved by connecting two SaaS tools. An in-house system with no modern API, a compliance requirement that rules out third-party processing, a document pipeline with genuinely bespoke logic.
This is straightforward software engineering with AI where it earns its place: retrieval over your own corpus, extraction from messy documents, classification and routing at volume, and clean APIs between the systems you depend on.
Key benefits
- Built exactly to your data model and constraints
- Least-privilege access and documented data handling
- Version-controlled, tested code you own outright
- Cost and rate-limit controls designed in from the start
- No dependency on a platform that can change its terms
Use cases
Where this pays for itself
Document extraction at volume
Invoices, forms and PDFs turned into structured records with a confidence-based review queue.
Legacy system bridges
A modern API layer in front of an older platform so the rest of your stack can integrate with it.
Embedded AI features
AI capability built into your own product or internal tools, with usage controls and cost caps.
How it works
From first call to live system
A predictable sequence, with something reviewable at the end of every stage.
- 1
Technical discovery
Systems, data shapes, volumes, security requirements and success criteria.
- 2
Architecture and estimate
A written design with the trade-offs and a fixed scope before any code is written.
- 3
Iterative build
Short delivery cycles with something reviewable at the end of each one.
- 4
Testing and hardening
Edge cases, failure modes, load behaviour and access review.
- 5
Handover
Documentation, runbooks and a walkthrough with whoever will maintain it.
Integrations
Works with the tools you already run
A sample of what this service commonly connects to. Whether or not it has an API, we'll tell you honestly what's possible.
OpenAIAnthropicGoogle GeminiSupabasePostgresREST & GraphQL APIsWebhooksAWS & Cloudflare
FAQ
Custom AI Integrations, common questions
Related
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