README.md
PRISM
PRISM is the SaaS conversion of the Algolia Search Audit skill system: deterministic execution, persisted data, authenticated company rollout, and enterprise-scale delivery for prospect research and search-audit workflows.
Status: Orientation / knowledge-base reconstruction in progress as of 2026-05-08.
Repo: /Users/arijitchowdhury/AI-Development/PIP
Source methodology: /Users/arijitchowdhury/.claude/skills/algolia-search-audit plus algolia-intel-*, algolia-audit-*, and algolia-campaign-abx subskills.
Read First
| Document | Purpose |
|---|---|
| Wiki/README.md | LLM entry point and navigation map |
| Wiki/Status.md | Current state, built pieces, and known gaps |
| Wiki/Architecture.md | PRISM SaaS architecture target and current repo shape |
| Wiki/Skill-System-Baseline.md | What the current Claude skill pipeline does today |
| Wiki/Module-Map.md | Skill-to-PRISM module mapping |
| Wiki/Product-Strategy.md | Product direction, including chat-first/copilot UX |
| Wiki/Open-Questions.md | Questions to resolve before planning the next build phase |
| Sessions/2026-05-08-skill-system-orientation.md | Session log for this intake pass |
Core Thesis
PRISM started as an enhancement to automate a multi-skill Algolia prospect research and search audit workflow. The parent skill, algolia-search-audit, orchestrates independent worker skills that collect company, technology, traffic, competitor, financial, investor, hiring, social, news, partner, industry, query, browser, report, factcheck, and ABX campaign intelligence.
The SaaS product should preserve the validated audit methodology while replacing ad hoc agent execution with deterministic orchestration, typed contracts, database storage, role-based access, repeatable validation, and a chat-first copilot interface.
Critical Distinction
Scout and Discovery OS are important future components, but they are not the baseline definition of PRISM.
- Baseline PRISM: SaaS conversion of the existing
algolia-search-auditskill system and report package. - Scout: future crawl/stealth data-gathering substrate to strengthen modules where WebFetch, BuiltWith, or SimilarWeb are insufficient.
- Discovery OS: future sales-methodology translation layer that turns PRISM findings into rep behavior, calibrated hypotheses, and first-call guidance.