Michelle — Analytics Intelligence 📊¶
"I don't guess — I show you the data, the source, and the reasoning."
Michelle is the Analytics Intelligence flavour of AgentOS — built on the same modular platform that powers Jean-Pierre. She connects to your databases, learns your schema, metrics, and business rules, then lets anyone on your team ask questions in plain English — and get verified, source-attributed answers in seconds.
One of Many Possible Flavours
Michelle proves what the AgentOS platform can do for Analytics & Business Intelligence. The same modular architecture — engine, tool packs, dashboard widgets, AI persona — can be configured for any domain. Learn about the platform →
The Problem¶
Data teams are drowning. Business users need answers now, but between writing SQL, building dashboards, and explaining what the numbers actually mean — analysts spend 70% of their time on repetitive data plumbing instead of strategic analysis.
| Pain Point | Impact |
|---|---|
| Business users can't self-serve data | Analysts become bottlenecks — ticket queues grow |
| SQL queries are written from scratch every time | Hours wasted recreating the same logic |
| Dashboards go stale within weeks | Decisions made on outdated information |
| AI chatbots hallucinate metrics | Wrong numbers → wrong decisions → lost revenue |
| No institutional knowledge capture | When analysts leave, their knowledge leaves too |
The Solution¶
Michelle eliminates the analytics bottleneck. She connects directly to your databases, learns your schema and business rules, and lets anyone — from the CEO to a junior PM — ask data questions in plain English. Every answer comes with the actual SQL, the source tables, and provenance tracking so you can verify exactly how any number was calculated.
No hallucinations. No black boxes. No data leaving your machine.
📊 Analytics Living Dashboard¶
Not a static BI tool — a living analytics command center. Michelle's dashboard shows your KPIs in real-time, with AI-powered insights that surface anomalies, trends, and recommendations automatically. Drag, rearrange, and customize — every widget updates live.
💬 Ask Anything in Plain English¶
Just ask:
"What were our top 10 products by revenue last quarter?"
→ Michelle writes the SQL, executes it, and returns a formatted table with totals — ⏱️ 3 seconds.
"Which customers haven't purchased in 90 days?"
→ Michelle queries your customer and order tables, identifies at-risk accounts, and suggests follow-up actions. ⏱️ 4 seconds.
"Compare this month's sales to the same period last year."
→ Michelle generates year-over-year comparison with percentage changes and trend visualization. ⏱️ 5 seconds.
Every answer includes the exact SQL query used, so analysts can verify, refine, and learn.
📈 KPI Dashboard — Your Metrics at a Glance¶
Define your key business metrics once — Michelle tracks them continuously. She detects anomalies, compares against targets, and alerts you when something needs attention. No more manually refreshing spreadsheets.
🧠 Collective Intelligence — Shared Brain¶
When one analyst teaches Michelle a metric definition, everyone benefits. The Shared Brain is a centralized knowledge repository where business rules, metric definitions, and domain expertise are stored, versioned, and governed — with PR-based approval workflows.
- Metric definitions — "Revenue = sum of order totals excluding returns"
- Business rules — "Active customer = purchased within 90 days"
- Domain glossary — "SKU", "AOV", "LTV" with your company's exact definitions
- Approved examples — Verified question→SQL pairs that teach Michelle your patterns
🔍 Context Explorer — Business Rules Engine¶
The Context Explorer is where you define the rules of your data universe. Business glossary terms, metric formulas, table relationships, and domain-specific constraints — all organized, searchable, and automatically injected into every AI response. This is how Michelle avoids hallucinations: she knows your exact definitions.
🗄️ Database Management — Connect Everything¶
Connect PostgreSQL, MySQL, SQLite, or any SQL-compatible database. Michelle discovers schemas automatically, indexes relationships, and maintains live metadata — so she always knows your data landscape.
🧬 Evolutionary Memory — Self-Healing Knowledge¶
Every correction you make — "No, revenue should exclude tax" — Michelle remembers forever. Her evolutionary memory tracks corrections, learns preferences, and continuously improves answer quality. She gets smarter with every interaction, never repeating the same mistake twice.
⚙️ Metadata Engineering — Schema Enrichment¶
Enrich your database metadata with human-readable descriptions, business context, and relationship annotations. This metadata powers Michelle's understanding — the richer your annotations, the more accurate her responses.
🤖 Model Optimization — AI Provider Routing¶
Route different tasks to different AI models for optimal cost and quality. SQL generation → high-precision model. Simple lookups → fast, cheap model. Analysis → reasoning-optimized model. Full control over which brain handles which question.
📜 Query History — Full Audit Trail¶
Every question, every SQL query, every result — logged with timestamps, user, and provenance. Perfect for compliance, debugging, and understanding how your data is being used across the organization.
📋 Recipes — Pre-Built Analysis Pipelines¶
Build reusable analysis workflows — "Monthly Revenue Report", "Customer Churn Analysis", "Inventory Health Check" — and schedule them to run automatically. Michelle executes multi-step analytical pipelines and delivers formatted results on your schedule.
📄 Report Builder — Professional Reports¶
Generate boardroom-ready analytics reports with one click. Charts, tables, insights, and recommendations — formatted professionally and ready to share with stakeholders.
📏 Rules Editor — Business Rule Governance¶
Define validation rules that Michelle follows when generating queries. "Never include cancelled orders in revenue." "Always filter by tenant_id." "Use fiscal year, not calendar year." These rules are enforced automatically — preventing subtle data errors.
🗂️ Schema Browser — Visual Database Explorer¶
Explore your database visually — tables, columns, types, relationships, and row counts at a glance. Annotate columns with business descriptions that feed directly into Michelle's understanding.
💻 SQL Studio — Full SQL IDE¶
For power users who want to write their own SQL — a built-in IDE with syntax highlighting, auto-completion, and AI-assisted query refinement. Write, test, and save queries — then share them as team recipes.
🧪 Test Harness — Validate AI Answers¶
Don't trust — verify. The Test Harness lets you define expected answers for known questions and run automated validation suites against Michelle's outputs. Catch regressions, measure accuracy, and build confidence before rolling out to business users.
🎓 Training Pipeline — Teach Your Domain¶
Feed Michelle curated question→SQL pairs, business rules, and domain glossary entries. The Training Pipeline ingests, validates, and integrates this knowledge — turning a general-purpose AI into a domain specialist that speaks your company's language.
✨ What Makes Michelle Different¶
Zero Hallucinations¶
Every answer is backed by actual SQL and source data. Provenance badges on every response show exactly which tables, columns, and rules were used. No made-up numbers.
Self-Healing Knowledge¶
Correct Michelle once, she remembers forever. Evolutionary memory tracks every correction and applies it automatically to future responses. She gets smarter every day.
Shared Team Brain¶
When one analyst teaches Michelle a metric definition, the whole team benefits. Centralized knowledge with PR-based governance ensures consistency across all analytics.
100% Private & Local¶
Your database credentials, queries, and results never leave your machine. Michelle runs entirely locally — air-gap ready with no cloud dependency.
Verifiable Accuracy¶
The Test Harness lets you validate outputs against known answers before rolling out to business users. Measure accuracy, catch regressions, build confidence.
Multi-Model Routing¶
Route SQL generation to one model, analysis to another, and simple lookups to a third. Optimize for cost, speed, and accuracy simultaneously.
The ROI¶
| Metric | Before Michelle | With Michelle | Savings |
|---|---|---|---|
| Ad-hoc data requests | 2-4 hrs each (SQL + context) | 10 seconds (plain English) | 95% faster |
| Dashboard creation | Days of development | Minutes of configuration | 10x faster |
| Analyst onboarding | Weeks to learn the schema | Instant (Michelle knows it) | Weeks saved |
| Data quality errors | Discovered in reports (too late) | Caught with Test Harness | Fewer mistakes |
| Knowledge retention | Lost when analysts leave | Captured in Shared Brain | Permanent |
| Total time saved | ~15 hrs/week per team |
That's 750+ hours per year per analytics team
At $85/hour for analyst time, that's $63,750 in annual productivity gains per team — plus the value of better, faster decisions.
Who Is It For?¶
📊 Data Analysts¶
Stop writing the same SQL queries over and over. Michelle handles the repetitive plumbing — you focus on the strategic insights.
📈 BI Managers¶
Unify metric definitions across the team. Michelle's Shared Brain ensures everyone is using the same formulas, the same filters, the same business logic.
👔 Product Managers¶
Get data answers in seconds, not days. No more filing tickets with the data team for simple questions. Self-serve with confidence.
🏢 Executives¶
Boardroom-ready reports and KPI dashboards that update automatically. Ask strategic questions in plain English and get answers backed by real data.