Your AI knows the world.Mica connects it to your business.

See how Mica gives ChatGPT, Claude, or a managed workflow the context for one better business decision.

An interactive example of the same business question in ChatGPT or Claude, with and without Mica. The owner-led example uses verified public market facts. The mid-market example clearly labels private system context as illustrative.
MMica layer shown

Verified public-market example

The market facts below are served from the current verified foundation.

What should I change to win more roofing jobs around here?
M

Mica in ChatGPT

Owner-led roofing contractor in Rockingham County, New Hampshire

Opening approved context

Interactive example. Use the controls above to compare the evidence and interface. This is not a live chat or private-system connection.

See the product boundary before the promise.

The foundation is real. Private system context is configured with you. Future workflows stay labeled until connected.

Live foundation

Verified public market data

155,157 observations form today's verified baseline. History, lineage, geography, industry relevance and interpretation limits travel with usable facts.

Live application

Mica Social for marketing

Marketing is the first operating application in production. It uses approved business context to plan and publish daily social content.

Scoped with you

Your Decision Map and system context

GraniteAI maps one recurring decision, the systems that inform it, the relevant signal classes and the outcome that would prove value.

Illustrative until connected

Sales, operations and leadership workflows

Cross-system examples show the target experience. They become business-specific only after approved connections and acceptance checks.

How Mica turns verified observations into business intelligence

Verified market record

Mica starts wide.

The current store holds observations, source vintages, revisions, geographies and industry relevance. Breadth is recorded before any answer is written.

Breadth before relevance.

155,157

verified baseline

July 21, 2026

41

market series

409

industry links

533

geographies

4

public source families

Growing now toward an unverified 3-4x collection target. New records count only after verification.

Your business context

Then it narrows around you.

Industry, geography, time, rights and freshness remove what cannot responsibly answer this business question.

Relevance before interpretation.

Industry
Roofing, NAICS 238160
Geography
Rockingham County, NH
Time
Latest eligible vintage
Quality
Allowed and interpretable

Decision intelligence

Meaning stays separated from fact.

The source fact, business interpretation, decision to test and measured outcome remain distinct. Mica can also return no reliable finding.

Interpretation before action.

Decision receipt

Source fact
Observed
Interpretation
Caveated
Decision to test
Proposed
Measured outcome
Awaiting action

A null finding stays null. Association never becomes causation by presentation.

One intelligence layer

Chat is one doorway.

Use Mica through ChatGPT, through Claude, or without a chat window in an approved managed workflow. The same evidence law governs every path.

One record across every approved surface.

One evidence law. Three surfaces.

ChatGPT

Familiar AI surface

Customer activation in acceptance

Claude

Familiar AI surface

Customer activation in acceptance

Managed workflow

No chat window

Scoped with you

What it means to you

The same record changes different decisions.

Marketing is live today. Sales, operations and leadership show the same system after approved business connections exist.

Live application

Mica Social is available today.

The question

What should we say while the market is paying attention?

Context joined

Current services, proof, customer evidence and relevant market movement.

Decision to test

Publish a timely message grounded in what changed.

Measured outcome

Qualified response and booked work.

Open the receipt

Trust should survive inspection.

Every usable fact carries the source, date, geography, industry, quality state and limit required to challenge it.

21 roofing contractor establishments in Rockingham County in 2023.

21establishments
Roofing establishments in Rockingham CountyCensus County Business Patterns values were 17 in 2019, 18 in 2020, 17 in 2021, 20 in 2022 and 21 in 2023.172019182020172021202022212023

Establishment count describes competitive context. It does not prove demand, lead volume or causality.

Source
Census County Business Patterns
Series
census-cbp:estab
Period
2023
Geography
Rockingham County, NH
Industry
Roofing contractors, NAICS 238160
Verified baseline
Live market store, July 21, 2026

Timely means the latest eligible source vintage.

It never means faster than the source publishes. Retrieval time, attribution, quality flags and interpretation limits travel with the fact.

A connection is a contract, not a claim.

The public example uses verified market data. Private systems enter only after source, field, permission and purpose are defined.

Live foundation

Public market record

Census ACS, BFS, CBP and FEMA NRI

Access law
Source rights, geography, industry relevance, freshness and quality gates
What rolls up
Eligible facts with history, lineage and limits

Scoped with you

Private business context

Only systems and fields your business approves

Access law
Named access, allowed fields, freshness and decision purpose
What rolls up
Business-specific interpretation instead of generic advice

After explicit approval

Action and outcome return

The approved test and its observed result

Access law
No write or workflow action without separate authorization
What rolls up
A decision receipt that records what happened next

What this page proves

  • The depth of today's verified public market foundation.
  • A source-linked fact with period, geography, industry and interpretation limit.
  • The method that separates evidence, interpretation, action and measurement.

What it does not claim

  • Guaranteed ROI or causation.
  • Universal coverage for every industry and geography.
  • An automatic CRM, ERP or workflow connection from this public page.
  • General self-serve activation before the customer acceptance gate passes.

Start with one Decision Map.

Name one recurring decision. GraniteAI maps the business context, relevant signal classes, first test and outcome measure required to improve it.

  • The decision and owner
  • The systems and evidence it needs
  • The first test and success measure

A working session plus a written Decision Map.

Requesting the map is not a purchase. No private data, credentials or system connection are required to submit. Scope, timing and any commercial terms are confirmed before work begins.