A multi-tenant AI workspace that moved a promising assistant from pilot to a platform enterprises could adopt.
Enterprise AI SaaS Platform
01
The assistant worked in a demo and failed security review. It could not isolate tenants, cite sources, or connect to buyer systems.
02
Rebuild around retrieval quality, workspace isolation, and admin controls before adding more model features.
03
We rebuilt the product around retrieval quality, workspace isolation, SSO, and admin controls. Agents were constrained to approved tools, every answer carried source context, and usage became measurable for both customers and the operator.
The stack used for this engagement.
Tenant-safe document retrieval
Cited answers with evaluation hooks
Enterprise SSO and admin surfaces
A platform model instead of a single chatbot
Other product systems built to the same standard.
AI-Powered Fintech Platform
Traditional credit assessment lacked sufficient alternative financial data. Decisions were slow, hard to explain, and weak for thinner files.
Web3 Settlement Platform
Protocol prototypes could not be operated. Wallet recovery was unclear, failed transfers were invisible, and transfer controls were not reviewable.
Tell us what you're building, what problem you're solving, and where you want to go. We'll help turn the idea into a production-ready product.