Industry
AI for SaaS
RAG knowledge bots, in-app AI features, customer-success agents.
B2B SaaS is where AI shifts the support-to-engineering ratio in your favor. Knowledge bots deflect tier-1 traffic. In-app AI features become a wedge for retention. Lead-qualification agents change the unit economics of inbound. We've shipped all three.
Common problems we solve
- Support team is buried in docs questions your knowledge base already answers
- Engineering is interrupted by tier-1 bugs that could self-resolve
- SDR capacity caps inbound conversion — most leads never get a real conversation
- Customer success has no early-warning system for renewal risk
- Your product can't tell users what it can do — onboarding leans on email tours
Sample builds for SaaS
Custom AI Apps & Chatbots
In-app RAG knowledge bot
Citation-required assistant embedded in your help drawer. Answers product questions from docs, changelog, and policy.
AI Agents & Automation
Autonomous issue resolution
Triage chatbot + Claude Code in a sandbox to write fixes for low-complexity bugs. PRs auto-created for human review.
AI Agents & Automation
Inbound lead qualification agent
Multi-channel (web, email, SMS) qualification that engages in 60s and books AEs only when they should be talking.
Data & Intelligence
Renewal risk monitor
Weekly score of every account using usage, support, NPS, and login signals. Surfaces the bottom decile to CSMs.
Why teams pick us for SaaS
- We ship in your repo — embedded SDK, branded UI, your auth, your data model
- Eval suite from day one — drift detection and weekly replay tests catch regressions
- Multi-tenant patterns baked in — same agent serves 100 customers without leakage
FAQ
How do you handle multi-tenancy and data isolation?
Tenant ID flows through every retrieval, every prompt, every log entry. We allowlist data access at the retrieval layer — the model literally cannot see another tenant's data. We document the isolation guarantees and the test coverage that proves them.
Can the agent take actions in our product, not just answer questions?
Yes — through scoped tool calls. We start with read-only and graduate to write actions one at a time, each behind an explicit confirmation. The Auto Issue Resolution case study is the production example.
Want one of these for SaaS?
20 min. No deck. We'll tell you honestly whether the pattern fits.
Other industries
E-commerce & D2C
AI that lifts conversion, deflects support, and writes the catalog.
Manufacturing & ERP
Multi-agent ops, predictive maintenance, document automation, AI-native ERP.
Healthcare
AI for clinical ops — under the constraints of real compliance.
Finance
Compliance-grade AI for ops, advisory, and risk.
Real Estate
AI for listings, leasing, and the long tail of tenant ops.
Education
AI tutors, content authoring, and operations for schools and edtech.
Logistics
Routing, exception handling, and document automation for the supply chain.