Add practical AI capabilities to the product you already have.

Numatic helps companies integrate useful AI features into existing software products through focused scoping, thoughtful implementation, and product-aware delivery.

Who it is for

Teams

with an existing product and a clear AI feature opportunity

Companies

that want to improve user experience or workflow efficiency through AI

Product leaders

who need technical help turning an AI concept into something real

What problem it solves

AI ideas often stay stuck in strategy decks because they are hard to scope, integrate, and deploy inside real products.

This service helps bridge that gap with a focused implementation approach.

From chaos to concept

What’s included

  • defining the right AI feature for the product
  • planning how it should fit into the user experience
  • technical implementation within the agreed scope
  • testing, refinement, and release preparation
  • guidance on what should come next after the first release

What you get

  • a practical AI capability added to your product
  • a feature that fits the existing product more naturally
  • a clearer path from concept into real implementation
  • support through rollout, not just build
  • a foundation for future AI improvements if needed

How it works

1

Define the right AI feature

We clarify the user problem, the feature role, and how success should be measured.
2

Design and integrate

We shape the product flow and implement the AI capability in a way that fits the existing product experience.
3

Test and release

We validate the feature, reduce obvious risk, and prepare it for rollout.

Typical timeline

6–12+ weeks depending on complexity, integrations, and the maturity of the existing product.

Typical investment

From $25k

Smaller scoped integrations may fall below that range, while broader AI feature programs may exceed it.

Bring AI into your product in a way users can actually use.

If you already know where AI could add value to your product, Numatic can help you scope it well and integrate it with a strong delivery approach.

Talk to us about AI integration

Related works

Don’t just take our word for it—explore the evidence behind our track record of success.

DraftCheck

DraftCheck

Fearless+

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FAQ

Find quick answers to common product discovery questions about how we de-risk your venture and build better technology faster.

Is this only for AI-native products?

No. This offer is especially relevant for existing products that want to add one or more useful AI capabilities.

What kinds of features can this include?

Examples include assistants, search and retrieval, summarization, recommendations, document intelligence, workflow help, and role-based copilots.

Can this start with a pilot?

Yes. In many cases, it makes sense to begin with a Practical AI Pilot and expand into feature integration once the use case is validated.