Platform Engineering / Hardening

Launch support and platform hardening for an AI SaaS startup

US AI Productivity Startup

An embedded engineering engagement for a US AI SaaS startup: launch support, a code and pipeline review, and compliance groundwork for a multi-tenant platform. In progress since August 2026.

At a glance

Category
Platform Engineering / Hardening
Region
United States
Client
AI SaaS
Services
AI / ML Engineering, Cybersecurity Engineering
Duration
Aug 2026 to present
Engagement model
Monthly fixed-price milestones
01

The challenge

The client runs a multi-tenant AI platform that builds tailored experiences for communities and organizations, so data isolation, security and compliance sit at the centre of its architecture.

It needed a team to get two products ready for a stable, tested launch (tenancy, provisioning, payments and fixes from an initial code review), then to strengthen the platform's architecture and compliance foundation.

02

What we did

  • Delivered a plan for the month, a database architecture answer and a launch handover.
  • Delivered a code review with three findings and fix paths, each re-verified before delivery, and a pipeline review.
  • Wrote and opened a pull request in the client's repository.
  • Delivered a compliance pipeline ordered by dependency and an incident response plan with severity levels, escalation and seven playbooks based on the client's own incidents.
03

Outcome

  • In progress since August 2026.
  • The August and September milestones were accepted and paid.
Stack

What we worked with

Platform
  • Multi-tenant SaaS
  • AI model APIs
Delivery
  • GitHub
  • GitHub Actions
  • Pull requests
Client feedback

Client feedback

Active engagement Review added on completion

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