Ship the AI feature your roadmap promised.
Your roadmap promised an AI feature last quarter. We embed, build it into your product, and ship it to production — support copilots, triage, churn signals, and the AI-native features your users are already asking for.
AI that lives inside your product.
Support is where SaaS AI pays back fastest — so it's where we go deepest. Six places forward-deployed AI moves the metrics SaaS teams actually report on.
Support copilots
An agent that drafts and resolves tickets inside your helpdesk — trained on your docs, your tone, your edge cases — and knows when to escalate to a human.
Ticket triage & routing
Classify, prioritize, and route inbound at volume by intent, urgency, and account value, so your team touches only what needs a human.
Churn & expansion signals
Surface at-risk accounts and expansion moments from product and support data before they show up in the dashboard — or the renewal call.
AI-native product features
The copilot, the summarizer, the natural-language query bar your roadmap promised — built into your existing codebase, in production.
Onboarding & activation
Guided, generative onboarding that adapts to each customer and shortens time-to-value.
Internal ops agents
Automate the back-office glue — billing exceptions, data hygiene, reporting — that quietly eats your RevOps, data, and CS teams.
Engineering-led, production-grade.
We build into your product, not beside it.
Agents ship inside your codebase and your stack, behind your auth, against your data model — not a bolt-on dashboard.
Eval-gated, not vibe-shipped.
Every release passes an eval suite tied to your real cases before it touches a customer. We prove accuracy before you trust it.
Built to stay reliable.
Observability, guardrails, fallbacks, and prompt versioning from day one — because a SaaS feature has to survive production load.
We are not a prompt shop bolting a chatbot onto your marketing site. We are senior engineers who ship AI features into your product, behind your auth, against your data — and stay accountable when they hit real load.
Questions SaaS teams ask
Do you build inside our existing product, or a separate tool?
Inside your product. We embed in your codebase and stack, work behind your auth, and ship features your users see in your app — not a bolt-on dashboard.
How fast can we ship an AI feature?
A scoped, production AI feature typically lands in weeks, not quarters. The First Agent Deployment is built to put one high-value workflow live in roughly 90 days.
What about accuracy and hallucinations?
Every agent is gated by an eval suite tied to your real cases, with guardrails and fallbacks. We measure accuracy before deploy and monitor it after.
Who owns the code?
You do. The system, the eval suite, the prompts, and the documentation are yours.
Let’s ship the feature your users keep asking for.
Bring the workflow. We'll scope what a production AI feature looks like in your stack — and what it costs.