Ship generative AI inside the products you already own
We integrate OpenAI, Anthropic, and open-weight models into your SaaS, CMS, and internal tools — with guardrails, caching, and cost discipline baked in.
From 'we should do AI' to 'our users love it'.
The fastest win with generative AI isn't a greenfield product — it's a focused feature inside an existing product your users already reach for. A draft generator in your editor, a summarizer in your inbox, a smart search in your knowledge base.
We identify those wedges, prototype in days, and harden them for production — with the evals, cost controls, and observability that turn a viral demo into a real part of the product roadmap.
What you get when we ship.
Content generation
Drafting, rewriting, and translation inside your app — with your voice, style guide, and guardrails.
AI search & retrieval
Semantic search, natural-language filters, and cited answers across your corpus.
Summarization & extraction
Turn long emails, meetings, and PDFs into structured fields and action items.
Smart email & messaging
Reply suggestions, triage, and tone-aware drafts inside your existing inbox or CRM.
Multi-model orchestration
Route across OpenAI, Anthropic, and open models based on cost, latency, and capability.
Production hardening
Prompt caching, fallbacks, rate-limit handling, red-teaming, and full cost observability.
Industries we've delivered this for.
Every capability above translates across verticals — here's how we apply it in the industries we know best.
AI copilot features
Add an 'AI' button that drafts, summarizes, and explains — without ballooning your token bill.
Editorial AI
Brand-safe drafting, style compliance, and metadata generation baked into your CMS.
White-label AI features
Ship AI-powered client features fast — we handle the model plumbing, you keep the brand.
Internal copilots
Secure internal assistants trained on your wiki, ticketing, and policies — no data leaks.
A focused, four-step engagement.
Discovery
We map your workflows, data, and constraints to find the highest-leverage AI opportunities.
Design & proposal
NDA if needed. You get a scoped roadmap with timelines, costs, and measurable success metrics.
Build & iterate
Senior engineers ship a working system in weeks. Short feedback loops, shared Slack channel, weekly demos.
Launch & scale
We deploy, monitor, and hand off with full documentation — or stay on as your AI team on retainer.
Related AI services.
Ready to ship generative ai integrations?
Book a 30-minute call and we'll walk you through how we'd approach your specific problem — with a rough scope, timeline, and cost estimate.