# AI First Data
> Governed AI analysis, reporting, and anomaly detection for teams.

aifirstdata.com helps data leaders; RevOps operators; finance teams; and founders with scattered spreadsheets; warehouses; dashboards; and documents ask business questions; generate trusted reports; detect anomalies; and route verified insights into operating workflows by delivering a governed AI data analyst and data operations platform with purpose-built workflows and governance. It matters because reporting cycles are too slow and trust in generic AI over company data is still weak; and the AI-native system profiles schemas; maps metric definitions; validates query results; explains assumptions; and learns from approved analyses.

An AI-first, AI-native business built for the agentic economy — for humans and for agents. Built on NetShow.AI.

## Key facts
- Category: Enterprise Software / AI data analyst and data operations platform
- Who it's for: Data leaders and operators with fragmented databases, spreadsheets, dashboards, and documents who need trusted AI analysis, anomaly detection, and workflow-ready insights.
- Outcome: Give every team a governed AI data operator that answers questions, builds reports, detects anomalies, and routes verified insights to the right workflow.
- Contact: info@aifirstdata.com · https://aifirstdata.com/contact

## What we do
- Data connectors
- Semantic metric layer
- Chat analyst
- SQL and spreadsheet agent
- Anomaly monitor
- Dashboard builder
- Report scheduler
- Approval workflow

## Pages
- [Home](https://aifirstdata.com/)
- [features](https://aifirstdata.com/features)
- [demo](https://aifirstdata.com/demo)
- [use cases revops](https://aifirstdata.com/use-cases/revops)
- [use cases finance](https://aifirstdata.com/use-cases/finance)
- [security](https://aifirstdata.com/security)
- [integrations](https://aifirstdata.com/integrations)
- [pricing](https://aifirstdata.com/pricing)
- [blog](https://aifirstdata.com/blog)
- [waitlist](https://aifirstdata.com/waitlist)
- [dashboard demo](https://aifirstdata.com/dashboard-demo)
- [contact](https://aifirstdata.com/contact)

## For agents (A2A)
- Agent Card: https://aifirstdata.com/.well-known/agent.json
- MCP endpoint: https://aifirstdata.com/mcp  ·  API: https://aifirstdata.com/api/v1  ·  OpenAPI: https://aifirstdata.com/openapi.json
- Full content dump: https://aifirstdata.com/llms-full.txt
- Tools: connect data source, profile schema, read metric definitions, generate SQL, execute read-only query, validate result, build chart, create dashboard card, schedule report, send Slack or email summary

## Answers (FAQ)
### What problem does AI First Data solve?
Business teams wait on analysts, dashboards go stale, definitions drift, and generic AI cannot safely query, reconcile, or explain governed company data.

### Who is it for?
Data leaders and operators with fragmented databases, spreadsheets, dashboards, and documents who need trusted AI analysis, anomaly detection, and workflow-ready insights.

### How does it work at a high level?
It uses connects data sources; profiles schemas; maps metrics; answers questions; writes queries; detects anomalies; explains lineage; generates dashboards; asks approval before writes; routes reports. and follows this workflow: intake business question; identify permitted data; retrieve schema and metric definitions; generate query; validate result; explain assumptions; recommend action; ask approval for workflow updates; publish report; monitor changes.

### What should users not assume yet?
Do not assume proven ROI, certifications, full integrations, guaranteed outcomes, or regulated conclusions until proof exists

### What is the next step?
Try the demo, join the waitlist, or submit a pilot workflow around AI analyst for CSV, CRM, and finance reporting in SMB and mid-market teams.

## Contact
- info@aifirstdata.com · https://aifirstdata.com/contact  ·  Made in America · Powered by NetShow.AI

## Guides, questions and services
- https://aifirstdata.com/articles/
- https://aifirstdata.com/faq.html
- https://aifirstdata.com/services/
- https://aifirstdata.com/articles/prepare-data-for-governed-analysis.html
- https://aifirstdata.com/articles/verify-an-ai-generated-business-answer.html
- https://aifirstdata.com/articles/reconcile-metric-definition-drift.html
- https://aifirstdata.com/articles/build-a-trustworthy-anomaly-workflow.html
- https://aifirstdata.com/articles/compare-ai-analyst-platforms.html
- https://aifirstdata.com/services/governed-question-to-report.html
- https://aifirstdata.com/services/metric-and-lineage-review.html
- https://aifirstdata.com/services/anomaly-monitoring-workflow.html

## Answers, glossary and facts
- https://aifirstdata.com/answers/
- https://aifirstdata.com/glossary/
- https://aifirstdata.com/facts/