Bolt-on AI feels fast in quarter one and painful by quarter three. AI-first architecture plans for models, embeddings, and agent orchestration from the start.
The Bolt-On Trap
Retrofitted AI fights your data model, your API design, and your UX patterns. Latency spikes, context gets lost, and features feel disconnected.
Design Primitives for AI
Event streams, vector stores, tool registries, and evaluation pipelines are infrastructure — not afterthoughts. Build them into v1 when AI is on the roadmap.
When to Refactor vs Rebuild
Not every product needs a rewrite. We help clients identify which layers benefit from AI-native design and which can stay as-is. Pragmatism beats hype.