Case study · Software
SaaS Product AI Integration
Integrated generative AI features into core product with governance and per-tenant isolation.
Key results
- AI feature adoption 64%
- Customer satisfaction +18 NPS
- Per-tenant isolation audited
Context
A B2B SaaS company wanted to add generative AI features to their core product — draft content, smart suggestions, natural-language query — under the economic and governance constraints SaaS multi-tenancy imposes. Competitors had shipped similar features; the company couldn't let the gap compound.
Challenge
Per-tenant data isolation was non-negotiable — the AI could not accidentally leak one customer's data to another. Economics had to work at scale — the feature had to not destroy gross margin. Governance had to meet customer vendor-diligence requirements.
Approach
Thoughtwave delivered a 6-month AI-feature integration: per-tenant retrieval with strict isolation, model-router selecting the right model tier per feature and workload class, tenant-scoped audit logging, and a customer-facing governance documentation set for the sales cycle.
Outcomes
AI feature adoption reached 64% of eligible tenants within the first quarter of GA; customer satisfaction improved 18 NPS points; per-tenant isolation passed customer-side security audits without findings.
Want a similar engagement?
We deliver engagements like this one across AI, data analytics, cybersecurity, and workforce solutions. Bring your scenario; we bring the team and the production patterns.