Speed to market
Competitors ship AI features monthly, and your roadmap can't wait for a hiring cycle.
SaaS & Startups
Startups need AI features that users love without destroying margins. We build AI-native products and features end to end, from LLM pipelines with ~90% caching savings to Stripe billing and the test suites that let you ship every week.
Safeguards we build in
The challenge
Competitors ship AI features monthly, and your roadmap can't wait for a hiring cycle.
Token costs can quietly erase subscription margins.
Prompt and model changes break features without anyone noticing.
Founders need one partner who covers AI, backend and product.
Solutions
A working product with real users in weeks.
Assistants grounded in each customer's data, inside your app.
Always-on AI companions with memory, voice and subscriptions.
Search, summaries and automation added to an existing product.
Systematic prompt design and testing for product-quality output.
Proof
A 24/7 AI recovery-support SaaS with WhatsApp voice and ~90% lower token costs
An AI mental-health companion with mood tracking and automatic risk detection
A human-in-the-loop, three-agent copilot for LinkedIn content and job applications
Services
From AI idea to a product customers pay for.
The right model, wired in securely, at the right cost.
Agents that use your tools, remember context and ask before acting.
Connect AI to the tools your teams already use.
SaaS & Startups FAQ
Can't find your answer? Ask us on a free strategy call or send a short brief.
Yes. Our dedicated AI engineering retainer gives you senior AI capacity with weekly planning and demos, without a hiring cycle.
Cache-friendly prompt design, model routing and usage monitoring. On one SaaS product, caching cut input-token costs by about 90%.
Yes, before you share anything confidential.
Taking on new projects
Have an AI project in mind? Let’s make it real.
Book a free 30-minute strategy call with our founder. You’ll leave with a clear view of the right architecture, timeline and next step, whether or not we work together.