Context Graph

One firm.
One version of the truth.

Metal's Context Graph is your firm's AI-ready source of truth: one resolved, cited record of what your firm knows and what it decided.

Solid ground under every decision.

One value, with the sources it was weighed against and the ones it set aside.
Adjusted EBITDA · FY2024
Halden Industrials
$40.1M CANONICAL Reconciling sources
Portfolio Monthly Report 94% confidence   ·   This month
Traced to Portfolio_Monthly_Report_Jun2026.pdfPortfolio Monthly Report · Jun 2026
DISCOVERED VALUES 5 sources · unranked
3
$41.0M CIM
625 months ago
4
$38.5M Management Deck
483 months ago
1
$40.1M Portfolio Monthly Report
96This month
5
$42.0M Analyst Model
301 year ago
2
$39.2M Audited Financials
78FY2024 audit
Ranked by document authority, source, and recency — every value traces back to its exact document and page.

Decades of files become decades of context.

Your accumulated years of files, data rooms, and records become usable context. No cleanup project first.
CRM
Files
Data rooms
Email

Ingest & clean

Years of files, data rooms, CRM, and email come in as they are.

Halden Corp
HALDEN INDS.
Halden Inc.
Halden Industrials

Resolve

Every version of every company, figure, and document resolves into one trusted record.

$40.1MAuthoritative
$39.4MSuperseded
$38.9MSuperseded

Reconcile & rank

Conflicting figures become one cited answer, ranked by authority and recency.

AI-ready
record
Claude
ChatGPT
MCP
API

Activate

One AI-ready source of truth, live for every query, workflow, and agent you run.

Trust

Trusted, and inspectable. Nothing is a black box.

Every figure traces to its source, every conflict stays visible, and nothing resolves behind your back.

Provenance

Every figure returns a source citation wherever the underlying source supports it.

Conflicts kept visible

When sources disagree, Metal shows all of them, ranked.

Recency

The graph updates continuously as new files and data flow in.

Permissions enforced

Syncs with each source's own permissions; exact behavior varies by connector.

Everywhere your firm works

Metal doesn't ask your team to work somewhere new. Your Context Graph goes into the AI they already use.

API / MCP

An open API and a native MCP server bring your graph into Claude, ChatGPT, Copilot, or your own agents. Whatever model you use reads a resolved record instead of a folder of drafts. It doesn't replace the AI you use. It makes it know your firm.
An open API and a native MCP server bring your graph into Claude, ChatGPT, Copilot, or your own agents. Whatever model you use reads a resolved record instead of a folder of drafts. It doesn't replace the AI you use. It makes it know your firm.

Connect via MCP

CRM sync · Two-way

And it writes back. Metal's two-way CRM sync reads your accounts, deals, contacts, and interactions, and writes findings back. Sensitive writes are audited.
And it writes back. Metal's two-way CRM sync reads your accounts, deals, contacts, and interactions, and writes findings back. Sensitive writes are audited.

Compounds in Workflows

Every finding written back deepens the graph, so tomorrow's workflows start from what you learned today.
Every finding written back deepens the graph, so tomorrow's workflows start from what you learned today.

Context Graph

Put every deal you’ve run behind the one in front of you.

Your firm’s context platform.

Context Graph

Put every deal you’ve run behind the one in front of you.

Your firm’s context platform.