Product
Recommendation bot starter
Lightweight recsys bot for content/products with human override.
Positioning
What this is
Launch recommendations quickly with controllable workflows.
- Product teams
- Content platforms
- Marketing funnels
Replace with flow
Deliverables
What you get
A complete kit you can deploy and extend.
- Retrieval + reranking pipeline
- Feedback collection + evals
- Bot/front-end hooks
- Dashboards
Replace with UI
Stack
Stack + integrations
Comes with telemetry hooks and integration guides.
- Next.js
- Vector store
- LLM provider agnostic
- Metrics hooks
Replace with architecture
Timeline
Typical rollout
Fast start with room for customization.
- Week 1: setup
- Week 2: integrate
- Week 3–4: harden + launch
FAQ
How it works
Can you customize this?
Product FAQ
Related
Other accelerators
Pair this with adjacent kits for more coverage.
Replace with hero visual
Quick facts
- Ships: Week 1: setup
- Best for: Product teams
- Includes 4+ items
Primary actions
Request a demo or estimate
Tell us your stack and timeline. We’ll map integration steps and the fastest deployment path.