Business memory for every AI

Durable cognition for businesses and the AI that serves them.

Connect your business tools once. Any AI - Claude, ChatGPT, Cursor, your own agents - gets the same graph-backed memory. Continuous context across every session, every employee, every LLM.

✓ 20+ native connectors✓ Zero LLM in pipeline✓ Full Graph API✓ 100K nodes free
Get Started Free→See How It Works
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Open benchmarks

Measured, not marketed→

Deterministic extraction, reproducible on public datasets, $0 per run. Every number here is a real F1 on a real benchmark.

0.885
Avg F1 on Magellan (hybrid)

Entity resolution across 6 public datasets. Hybrid deterministic + graph pipeline. Reproducible on public data, $0 per run.

0.891
F1 on Walmart-Amazon

Beats the fine-tuned neural SOTA baseline (0.869) on the hardest Magellan pair. Deterministic, no training required.

0.900
F1 on BizLineItemBench

Our open business line-item matching benchmark. Category-defining for structured B2B reconciliation.

20+ native connectors and growing

20+ native connectors across every major business category. Anything else: your AI defines it on the fly. Claude, Cursor, or ChatGPT calls our MCP tools to wire up a collector against the system's REST or GraphQL API in the same session.

GmailGmail
QuickBooksQuickBooks
SlackSlack
ShopifyShopify
HubSpotHubSpot
SalesforceSalesforce
StripeStripe
GitHubGitHub
JiraJira
NotionNotion
GmailGmail
QuickBooksQuickBooks
SlackSlack
ShopifyShopify
HubSpotHubSpot
SalesforceSalesforce
StripeStripe
GitHubGitHub
JiraJira
NotionNotion
Google CalendarGoogle Calendar
Google DriveGoogle Drive
ZoomZoom
AirtableAirtable
ClickUpClickUp
YouTubeYouTube
DiscordDiscord
LinearLinear
Google CalendarGoogle Calendar
Google DriveGoogle Drive
ZoomZoom
AirtableAirtable
ClickUpClickUp
YouTubeYouTube
DiscordDiscord
LinearLinear

These are just a few. 20+ native connectors across every major category. Unlimited custom APIs via BYOC credentials. Every new connector is built once, available to all users after.

CRMAccountingEmailDev ToolsE-commerceProject MgmtVideoCustom REST API

Or skip integrations entirely. Send data straight to your graph via our Ingest API - one POST request and it is in your knowledge graph. Works with any system, any webhook, any automation.

Start Building Free
Every AI molds it for its user

Your AI tailors the graph to you

The AI we're talking about is YOUR AI. Claude, ChatGPT, Cursor, your own agent, any MCP client. Graphory gives it the tools to shape the graph around the work you actually do.

It queries before it answers

At the start of every session, your AI can pull the graph for context - the people, companies, and activities it needs to answer well. Nothing is guessed from memory. Every response is grounded in what your business actually produced.

It takes notes back to the graph

When your AI learns something in a session - a new contact, a decision, a context shift - it writes that note straight back into the graph. Auto-linked to every entity mentioned. Queryable forever. The next session, with a different AI or a different teammate, starts with that context already loaded.

The point
“Connecting your notes to the rest of the entire graph so they're actually useful.”

Every markdown file your AI would otherwise save to disk has a home - connected to every other part of the business it mentions, instead of stranded in a folder nobody opens.

It builds intelligence on top

With the whole graph in reach, your AI can run the kinds of workflows that a single inbox or CRM cannot:

  • Surface latent connections the deterministic extractor did not catch
  • Flag stale entities that have not been touched in months
  • Pull a weekly briefing across every tool you've connected
  • Reconcile duplicates, correct labels, and merge records in place

What you configure, what stays fixed

You and your AI decide what to pull in: which data sources, how often they refresh, what to push through n8n or Zapier, what custom APIs to wire up. The core schema stays fixed - so the graph looks and behaves the same across every industry, every team, every AI that connects to it.

What is a business knowledge graph?

A business knowledge graph connects all your data - emails, invoices, contacts, deals, tasks - into a network of relationships. Instead of searching through separate tools, you query one graph that understands how everything relates.

Graphory builds this graph automatically from your existing business tools. Every entity, relationship, and timestamp is extracted by deterministic code - zero LLM in the pipeline - so your data is structured, auditable, and reproducible. Connect your sources and the graph builds itself.

Bring your own AI

The default memory layer for your AI

Graphory is the memory layer. Your AI is the reasoning layer. Connect anything that speaks MCP, or call the REST API directly.

Claude DesktopClaude CodeChatGPT DesktopCursorWindsurfOpenClawGeminiClineContinue.dev

Any MCP-compatible client. REST API for custom agents.

See all memory integrations

Same platform. Different graphs.

Three industries, three graph shapes

The core schema stays fixed. What lives inside it shifts entirely with the business. Here's how three very different operations use the same platform.

Homebuilder

Contacts, properties, permits

Buyers, agents, inspectors. Addresses, lots, phases. Subs, suppliers, utilities. Draws, invoices, disbursement schedules. Every permit touches multiple parties - the graph keeps them connected.

ContactsPropertiesPermitsVendorsDraws
See the graph shape

Retail / Hardware

Inventory, customers, POs

SKUs, stock counts, suppliers. Individuals, contractors, resellers. Orders, receipts, invoices. Staff, hours, pay. Sales, returns, damaged goods - the flow across inventory, customers, and money.

InventoryCustomersPOsPayrollStorefront
See the graph shape

Capital Advisory

Deals, counterparties, documents

Active pipelines, closed, dead. Buyers, sellers, advisors at different roles across different deals. Every document, every call-note, every capital source - relationship memory made queryable.

DealsCounterpartiesDocumentsCall-notesCapital
See the graph shape

Three steps to connected data

01

Connect your tools

Authenticate with OAuth or paste API keys. BYOC model means you control every credential. 20+ native connectors, plus unlimited custom APIs.

02

Your graph builds itself

Entities, relationships, and temporal metadata are extracted automatically by deterministic code - no LLM in the pipeline. Need a tool we don't ship natively? Your AI does the work: Claude, Cursor, or ChatGPT calls our MCP tools to define a new collector with a REST or GraphQL config, credentials stay in your WorkOS Vault, no human review queue in the way.

03

Query with any AI

Connect Claude Desktop, ChatGPT, or your own AI agents via our API. Ask questions in natural language. Or explore visually with the built-in 3D graph explorer.

Institutional-grade intelligence

A graph that learns from your entire organization

Automated connectors collect what your systems know. Your team teaches it everything else. The result is an institutional memory no software has ever been able to build before.

Correct in conversation

When your AI gets something wrong, just tell it. "Karen is my sister, not a customer." Your agent pushes that correction through the API - authority-weighted, tracked, instantly live. The graph self-heals through use.

Upload data, correct the graph

Have years of data in spreadsheets, old emails, or systems you cannot connect? Upload them. Your agent reads the documents, finds those entities in your graph, and corrects entire sections automatically. One file can update hundreds of relationships.

Authority-weighted truth

Not all corrections carry the same weight. User corrections outweigh automated data collection. Admin-level corrections outweigh standard user corrections. Conflicts resolve by authority weight, not recency - and the system is architected to support full org-role hierarchy as your team scales.

Authority-weighted audit trail

Every edge carries source, confidence, and authority. User corrections override AI inference. Nothing is silently overwritten. That chain of custody is not available in any CRM, BI tool, or knowledge base on the market - not Salesforce, not Notion, not Glean, not any AI memory product.

  • Original source and value
  • Who made each correction
  • When and with what authority level
  • Full version history - nothing ever silently overwritten
  • Multi-user conflict resolution by authority weight
// provenance on every graph fact
node: Karen Mitchell
linked to: Andrea (personal contact)
// correction history
v1 source: gmail · labeled: customer
authority: code · confidence: 0.72
v2 source: info@graphory.io · labeled: personal contact
authority: user correction · weight: 3
timestamp: 2026-04-07T14:23:11Z
// active: v2 wins by authority

The accuracy of your graph is the accuracy of your business. Graphory collects what your systems produce. Your team - and your AI agent - correct what they know. Old data trapped in files gets reconciled. Over time, your graph becomes the most accurate record of your business that has ever existed. And it compounds.

Why not vectors?
“Vectors retrieve similar. Graphs answer structured questions. Provenance on every edge, deterministic recall, no hallucinated relationships.”
Read the full comparison→

Enterprise infrastructure, zero complexity

Everything you need to turn siloed business data into connected intelligence.

Bring Your Own Credentials

20+ native connectors plus unlimited custom APIs. Your OAuth app, your tokens - we store them encrypted in your WorkOS Vault. Paste credentials directly, or have your own AI (Claude, Cursor, ChatGPT) call our MCP tools to set them up.

Universal Ingest API

Push data from any system via our webhook endpoint. If it produces data, Graphory can ingest it.

3D Graph Explorer

Visualize your entire business network in an interactive 3D graph. Explore relationships, drill into entities, spot patterns.

Multi-Entity Management

Run multiple businesses from one account. Per-org graph isolation keeps data clean and queries focused.

Team Collaboration

Invite team members, manage roles, share graph access. Enterprise-grade identity and access control built in.

Document Intelligence

Upload PDFs, DOCX, XLSX, and images. Datalab-powered accurate mode extracts invoices, contracts, and statements into your graph. B2 cloud backup for all documents.

Full REST API

Connect any AI agent - Claude, ChatGPT, or your own - directly to your knowledge graph via a full REST API. Search, traverse, and query across all your data.

Deterministic Extraction

Zero LLM in the data pipeline. Pure code-based extraction means reproducible results, no hallucinated edges, and full auditability. Your data is structured, not summarized.

Simple, node-based pricing

No limits on connections, entities, or API calls. Only graph size scales with your plan.

Free

For individuals getting started

$0forever

100K nodes

  • 100 MB file uploads
  • Unlimited text files
  • Unlimited connections
  • Full Graph API
  • 3D graph explorer
  • Community support
Get Started Free
Most Popular

Pro

Automated nightly AI-verified corrections on Graphory's infrastructure

$149/mo

500K nodes

  • Everything in Free
  • 1 GB file uploads
  • 500K graph nodes
  • Automated nightly AI-verified corrections
  • Authority-weighted audit trail
Start Pro Plan

Business

For teams scaling past the Pro node cap

$349/mo

2M nodes

  • Everything in Pro
  • 5 GB file uploads
  • 2M graph nodes
  • Priority support
Start Business Plan

Enterprise

For large organizations

Custom

Unlimited nodes

  • Everything in Business
  • Unlimited uploads
  • Unlimited graph nodes
  • Custom tuning on your data
  • SSO / SAML
  • Dedicated infrastructure
  • Custom integrations
Contact Us

Frequently asked questions

Developers

One install. Any AI.

The Graphory Python SDK wires your graph into any agent framework. CLI login, MCP auto-config, REST client in one package.

Read the API reference→
Pre-release. Public PyPI publish coming soon.
$ install
pip install graphory
$ authenticate
graphory login
Ready to query from Python or any MCP client.

Your AI is only as good as its data.

Give it the full context of your business. Connect your tools, build your graph, query with any AI. Free up to 100K nodes.

Get Started Free →