Retrieva Labs

SaaS & Startups

AI development for SaaS companies and 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

  • Prompt caching and model routing
  • Automated test suites and evaluations
  • Usage limits and cost monitoring
  • Feature flags for safe rollout
  • Full code and IP ownership

The challenge

What makes AI hard in SaaS & Startups.

01

Speed to market

Competitors ship AI features monthly, and your roadmap can't wait for a hiring cycle.

02

Unit economics

Token costs can quietly erase subscription margins.

03

Quality regressions

Prompt and model changes break features without anyone noticing.

04

Small teams

Founders need one partner who covers AI, backend and product.

Solutions

What we build for SaaS & Startups.

AI MVPs

A working product with real users in weeks.

In-product copilots

Assistants grounded in each customer's data, inside your app.

Conversational SaaS

Always-on AI companions with memory, voice and subscriptions.

AI feature retrofits

Search, summaries and automation added to an existing product.

Prompt engineering for SaaS tools

Systematic prompt design and testing for product-quality output.

SaaS & Startups FAQ

Questions from SaaS & Startups teams.

Can't find your answer? Ask us on a free strategy call or send a short brief.

Can you work as our AI team?

Yes. Our dedicated AI engineering retainer gives you senior AI capacity with weekly planning and demos, without a hiring cycle.

How do you keep AI features profitable?

Cache-friendly prompt design, model routing and usage monitoring. On one SaaS product, caching cut input-token costs by about 90%.

Do you sign NDAs with startups?

Yes, before you share anything confidential.

Taking on new projects

Let’sbuild.

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.

  • Reply within 24 hours
  • NDA before you share anything confidential
  • You own the code, prompts and documentation
  • Hours overlap with US, UK, EU and Gulf teams
Or get an instant AI plan with the Project Scoper
Book a free strategy call