AI analytics

AI/ML is the core product, not an add-on.

Snoubolr uses AI/ML workflows to classify startup projects, summarize business context, identify missing signals, and produce structured analysis for founders and operators.

Scoring

Project clarity, market direction, collaboration fit, validation stage, and infrastructure readiness.

Classification

Industry, product type, audience, technology model, and likely route to market.

API outputs

Structured JSON outputs for teams that need repeatable analysis rather than plain text.

Controls

Audit notes, confidence labels, and source summaries for safer decision workflows.

Planned model workflow

Normalize user-submitted startup profiles.
Generate project summaries, market notes, and risk tags.
Compare vectors across project descriptions and founder interests.
Return explainable recommendations and roadmap tasks.

Example output

{
  "project_stage": "private_beta",
  "readiness_score": 82,
  "customer_type": "businesses",
  "interaction": ["web", "api"],
  "next_actions": ["validate beta", "collect user feedback", "define pricing"]
}