AI Integration
Integrating LLMs, RAG systems, and speech AI into your existing product, to a production standard.
Product teams shipping their first or next AI feature.
- Architecture & model selection
- RAG/eval setup
- Production hardening
Dedicated Squads that integrate with your team
You have an idea and a runway clock. We get a real product live.
Integrating LLMs, RAG systems, and speech AI into your existing product, to a production standard.
Product teams shipping their first or next AI feature.
You have traction and need senior hands now, not after a hiring cycle.
Senior engineers added to your existing team for a defined stretch — with the specific skills you're missing.
Teams with a skill gap, not a full team gap.
A senior squad that moves at your cadence, under your direction.
A full team operating as an extension of yours — taking ownership of ongoing work at your pace, under your direction.
Product teams scaling capacity without scaling headcount.
We find and fix what's breaking under growth.
Auditing and fixing performance, cost, and reliability issues in production systems.
Products growing faster than their architecture
Evaluation and monitoring that tell you what your AI is really doing.
Building the evaluation, observability, and guardrails that make AI features something you can trust in production.
Teams shipping AI without confidence in its behavior.
Targeted modernization without a rewrite.
Untangling the parts of your codebase that are slowing your team down - without rewriting the whole product.
Engineering orgs spending more time on legacy than features.
























Don't see your stack? We've shipped on 15+. Tell us what you use
Defined deliverable, fixed price.
Pay for the hours you use.
A standing team that's yours.
Fixed core, flexible edges.
Daily contact, not a weekly status email.
You always know who to ask.
You see working software, not slides.
Operating model over methodology theater.

Docucoder captures the procedure in real time and delivers a ready to review, CPT coded surgical report by the end of the case. No paperwork relay, no lost detail.

A role based ERP that put procurement, inventory, budgets and approvals for a multi site construction firm into one platform, from the C suite to the job site.

A telecom and IT services brokerage was running catalog, orders, and multi party commissions across a generic CRM and a sprawl of Excel. We rebuilt it as a single operational platform with the commission engine at its core.

A high end household and estate staffing agency was running its pipeline across spreadsheets, email, and WhatsApp. We replaced it with a two sided, stage gated platform where each side sees only the view it needs.

Westrow brokers perishable food into every major Canadian retailer. We rebuilt the system that connects their client, their retail customers, and every product spec in between, retiring a legacy database and a wall of spreadsheets for a single source of truth.
We'll come back within 24 hours with honest thoughts, not a sales deck.