GreyScript AI

AI Integration Into Existing Products

AI Integration Into Existing Products is an incremental engagement, usually 3 to 7 weeks, that adds AI to a web app or SaaS product you already ship. It works inside the current codebase, auth model, and release process, with a feature-flagged rollout and a cost review after launch.

IncrementalUsually 3 to 7 weeks

AI Integration Into Existing Products is an incremental engagement, usually 3 to 7 weeks, that adds AI to a web app or SaaS product you already ship. It works inside the current codebase, auth model, and release process, with a feature-flagged rollout and a cost review after launch.

Included

  • API-first integration into existing backends
  • Feature-flagged rollout with zero downtime
  • Compatibility audit of current architecture
  • Incremental migration plans for legacy systems
  • Post-integration performance and cost review

Questions about this service

What is included?

Included work covers aPI-first integration into existing backends, feature-flagged rollout with zero downtime, compatibility audit of current architecture, incremental migration plans for legacy systems, and post-integration performance and cost review.

How long does this usually take?

This is an incremental engagement. The usual range is 3 to 7 weeks. Data access, a wider scope, or findings during discovery can move it. We flag a timeline change as soon as we see it, with the reason.

Are the examples on this page documented client results?

No. They are illustrative examples. The company in each one is anonymized, and the figures are not a documented client result. Each card links to the full write-up.

Not sure this is the right service?

30-minute scoping call. No deck, just questions.