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MachOne
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Governed data for AI

One business truth.
Any authorized AI.

MachOne connects business sources, applies governed context and access, and returns evidence-backed answers through one interface.

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Business sources
Data warehouse
SaaS applications
Documents
APIs & databases
Internal tools
Mach One
Context ledgerUnifies data, metadata and permissions
Cognitive engineApplies policy, retrieves and synthesizes with evidence
Mach One MCPOne interface for authorized AI
Authorized AI clients
Claude
ChatGPT
Synthetic demoNot real customer data
U

How many GA4 sessions did we have last month and how does it compare to the previous month?

M

Last month (Mar 1–Mar 31, 2025) we had 1,248,320 sessions, a 12.4% increase compared to the previous month (Feb 1–Feb 28, 2025), which had 1,110,334 sessions.

MetricSessions
PeriodMar 1 – Mar 31, 2025vs. Feb 1 – Feb 28, 2025
TimezoneUTCIllustrative scenario

Evidence from business sources

Google Analytics 4Property: company-websitePrimary source
Date rangeSessionsChange
Mar 1 – Mar 31, 20251,248,320+12.4%
Feb 1 – Feb 28, 20251,110,334—
View query and transformation details

This page selects from fixed sample copy. The month-on-month figures are illustrative; no live MachOne MCP request runs here.

Engineering principles

Built for trusted AI in the enterprise.

MachOne applies a clear set of principles to turn your business data into accurate, governed and evidence-backed answers for any authorized AI.

01

Preserve source truth

Connect to real business sources, maintain canonical definitions and keep lineage intact.

02

Apply policy before retrieval

Enforce access, security and governance rules before any data is retrieved or shared with AI.

03

Return a traceable answer

Ground every answer in source evidence with clear citations, time ranges and transformations.

Architecture

From your data to
evidence-backed answers.

A modular architecture designed for security, governance and real-world enterprise scale.

  1. Business sources

    • Data warehouses
    • SaaS applications
    • Documents
    • APIs & databases
    • Internal tools

  2. Connectors

    Secure, read-only metadata and schema mapping.

  3. Context ledger

    Canonical business context, metadata, permissions and lineage.

  4. Policy layer

    Access control, row/column filtering and governance rules.

  5. Cognitive engine

    Retrieval, synthesis and evidence grounding.

  6. MCP interface

    One standard interface for authorized AI clients (such as Claude, ChatGPT).

For developers

Simple to integrate.
Rich, structured responses.

Access governed business data and context through a single MCP interface. Receive structured, evidence-backed responses that are easy to use in your AI applications.

Explore architecture 
1{2  "query": "How many GA4 sessions did we have last month?",3  "answer": "Last month (Mar 1–Mar 31, 2025) we had 1,248,320 sessions, a 12.4% increase compared to the previous month.",4  "metric": {5    "name": "sessions",6    "value": 1248320,7    "change_percent": 12.4,8    "period": "2025-03-01/2025-03-31",9    "timezone": "UTC"10  },11  "sources": [],12  "citations": []13}

Pilot

Now inviting a limited number
of design partners.

We are running a focused pilot program with selected organizations to validate real-world use cases and integration patterns.

Request a pilot

FAQ

Common questions.

What is MachOne?

MachOne is an emerging managed AI context database and intelligence layer. Its private pilot stores approved context and returns bounded source evidence to authorized clients.

Which AI clients are supported?

Claude completed an owner-authorized read of an approved synthetic GA4 snapshot in staging. ChatGPT and other client connections are targets, not verified production capabilities.

How does MachOne ensure data security?

The pilot checks identity, source grants, and record permissions at the read boundary. Broader multi-customer policy and access controls are still in development.

How is source evidence provided?

A bounded GA4 report can include a snapshot reference, period, source identity, totals, and coverage limits. The synthetic demo above illustrates the intended presentation, not a live report.

Get started

Request a pilot.

See how MachOne can turn your business data into governed, evidence-backed answers for your AI initiatives.

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