Help SaaS and tech teams add AI features that feel native, while keeping platforms fast, observable, and operable.
Product and platform teams feel pressure to ship AI fast — without destabilizing what their customers already depend on. We help integrate AI as a first-class capability, not a side project.
Copilots, assistants, and RAG search that feel like part of the app — not a chat widget pasted on top.
Evolve architecture, DevOps, and MLOps to handle inference, evaluations, and cost.
Integrate AI features with billing, analytics, customer success, and support workflows.
Tenant-aware retrieval, prompt isolation, and per-customer guardrails for AI features.
Most successful SaaS AI features start small, instrument hard, and expand based on real usage — not roadmap optimism.
Context-aware assistants embedded in the workflows where users already are.
Smart setup flows, suggestion engines, and guided tours powered by AI.
Auto-summary of activity, customer health signals, and deal intelligence.
Natural-language search across product data, replacing brittle keyword UIs.
LLM apps, RAG, and ML where it fits the product surface.
Embedding AI into existing app architectures cleanly.
Inference deployment, monitoring, and cost-aware scaling.
Trustworthy AI UX patterns and information design.
AI search, recommendations, and conversational shopping for retail and ecommerce teams.
OpsData integration, dashboards, and automation for manufacturing and operations teams.
Pro ServicesAI for document-heavy, knowledge-intensive professional services firms.
Tell us your product surface and where customers are asking. We'll scope an AI feature that earns its place.
Tell us about your project