AI features for your SaaS product
We add AI features to existing SaaS products for US software companies: in-app copilots, natural-language search, content generation, and workflow automation that fits your product instead of bolting a chatbot onto the corner.
No sales script. You talk to the engineers who'd build it.
Our team works a shifted day so you get real-time standups and same-day turnarounds across US time zones, not next-morning replies.
Every line of code, model weight, and prompt is yours from day one. NDAs and clean IP assignment are standard, not an upsell.
You work directly with the engineers building your system. No account managers sitting between you and the people writing code.
We move from scoping to a working system in production in weeks. Most engagements ship something usable inside the first month.
What we build
Concrete systems we ship, tuned to your data and your stack.
In-app copilots
Assistants that act inside your product, taking real actions through your own APIs.
Natural-language search
Let users ask for what they want in plain English instead of learning your filters.
Content generation
Drafting and summarizing features that fit your data model and your users' workflow.
Usage-aware automation
Features that watch how users work and automate the repetitive parts.
How we work
Scope & evals
We pin down what success means and build the evaluation set before writing the feature, so quality is measured, not guessed.
Build in the open
Weekly demos against real data. You see progress every week and can change direction before it gets expensive.
Ship & instrument
We deploy with logging, cost tracking, and guardrails in place, then tune against production traffic.
Hand off or stay
Take the keys with full docs, or keep us on for iteration. Either way you're never locked in.
Questions, answered
Can you work inside our existing codebase?
+
Yes. We join your repo, match your stack and conventions, and ship features as PRs your team reviews. We're not a black box throwing code over the wall.
How do you keep AI feature costs predictable?
+
We instrument token usage per feature, cache aggressively, and route easy requests to cheaper models so your COGS doesn't blow up as you scale.
Can you handle multi-tenant data isolation?
+
Yes. We respect your tenancy model so one customer's data never leaks into another's prompts or results. Isolation is a design constraint, not an afterthought.
Do you build or just advise?
+
We build. We can advise too, but the point is shipping working features into your product, tested and in production.
Let's scope your build.
Tell us what you're trying to ship. We'll tell you honestly whether AI is the right tool and what it would take.
Start the conversation