The Context Infrastructure for Data & AI

Your Team's Hidden Knowledge
Compounded, Unlocked, And Lasting

We extract institutional knowledge from your SQL query history and turn it into structured, AI-ready context. Delivered in weeks, not months

Reuse > Rebuild
AI-ready Documentation
Traceable By Design
Healthcare
Data Layer
AI Engine
Analytics
Insights
neuron.momentaanalytics.com
Momenta Analytics — Neuron Platform
The Problem

The Promise of Fast, Trustworthy Analytics Keeps Breaking

Every analytics tool, every AI copilot, every “talk to your data” product promises the same thing: ask a question, get a trustworthy answer, fast. It keeps breaking because the context is missing

Human Analytics

Slow, but trusted

The gap is context

AI Analytics

Fast, but requires human review to be defensible

The Solution

The Context Infrastructure for Data and Analytics

Our core product, Neuron, analyzes SQL query history to extract, structure, and surface the institutional knowledge your organization has already built

The Momenta Impact

Faster Human Analytics

A governed library of metrics and business rules. Analysts reuse proven logic instead of rebuilding it. New hires onboard in weeks, not months

Trustworthy AI

Validated definitions structured for machines. When you "talk to your data," the AI draws from your approved logic not a generic model

Operational Resilience

Departures, migrations, reorgsthey become execution, not crisis. Knowledge is captured in the system, not trapped in someone's head

The Invisible 80%

Most tools start with schema the visible 20%. The other 80% lives in SELECT statements: CASE expressions, window functions, derived calculations that exist only in query history

We extract what no one else can reach

Schema (visible)20%
Query Logic (hidden)80%

What We Do

Step 01

Connect

Share your query history and your schema

Step 02

Analyze

We read every query, find patterns, and map what your team knows. Fully automated

Step 03

Assess

We score your analytics health across 46 indicators and flag what's at risk

Step 04

Review

One session with your team to validate what we found

Step 05

Deliver

Your complete context layer, ready for your tools and your AI

4–6 weeks
8–16 hours of client time

What You Receive

Metrics Library

Every KPI with SQL formulas, confidence scores, and variant detection

Business Rules Library

WHERE clause playbook 14 domains, 7 filter types

Data Relationship Map

JOIN patterns, cardinality, cross-schema dependencies

Neuron Library

Machine-readable master 14 file types, ~190 fields per metric

AI-Ready Context Package

Snowflake YAML, Databricks JSON, dbt YAML, OSI, RAG docs

AI-Readiness Assessment

If you provide your LLM your query history and schema, would it behave like your best analyst, or confidently repeat your worst habits?

Send us your query history and we will tell you in 3 days

FAQ

Questions Teams Ask Us

Common questions about the Neuron context layer, our engagement process, and how we fit into your existing data stack