GENERATIVE AI / SAAS / PRODUCT ENGINEERING

Atlas

Suits
B2B SaaS products
Focus
AI · SAAS · SOFTWARE
Atlas
Challenge

A SaaS product needs generative AI across its surface without giving up latency, cost control or data governance — the three things that usually kill an AI feature before it ships.

Solution

A model-agnostic AI layer: streaming copilots, retrieval scoped per customer workspace, and a routing tier that picks the right model per task rather than sending everything to the largest one.

Technologies
Next.jsTypeScriptLangGraphPostgrespgvectorRedis
What it moves
Support load absorbed by self-serve answers
Time from question to grounded answer
Inference spend per active user
Freedom to adopt a better model without a rewrite
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