Trace · Guardian Agent, 00,00
Guardian Agent · online

Your team already decided this. The Guardian won't let a PR quietly reverse it.

Trace reads every Slack thread, pull request and RFC into one temporal memory graph, then interrupts the moment a change reverses a past decision, duplicates shipped work, or leans on a single owner. In-thread. On the PR. Cited, dated, owned.

In memory
0
Caught before merge
0
Open findings
0
Memory substrate · Cognee temporal graph
LiveGuardian replay · #482
Replay a mistake
Press Replay to watch Trace catch a reversed decision in real time.
Without Trace
The mistake reaches production.
With Trace
The organization remembers, before merge.

See it in action

Watch Trace catch a decision going wrong, live

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2-minute demo · watch Trace catch a decision going wrong, live

We're validating with real teams

Give your company a memory, and a guardian.

Trace remembers every decision your company makes, traces exactly where one went wrong, and feeds that memory to the AI agents your team already uses. Join the private beta, or just tell us if the idea resonates.

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Be first to give your company a shared memory, and a guardian that catches decisions before they go wrong.

Would this help your team?

Outcomes, not features

Why engineering teams use Trace

Prevent architecture drift before merge
Eliminate duplicate engineering work
Preserve institutional knowledge
Keep every AI coding agent aligned
Reduce onboarding time for new engineers
Build an auditable decision history

The status quo is expensive

Organizational memory failures cost real money

Architecture Drift

Teams unknowingly reverse previous technical decisions.

Duplicate Engineering

Multiple teams build the same capability independently.

Knowledge Loss

Critical decisions disappear when people leave.

AI Without Context

Coding assistants generate code without understanding company standards.

The company brain for coding agents

Every AI should think with your company's memory.

Instead of relying on generic training data, every coding agent consults Trace before it makes an architectural decision.

AI coding agents
Claude Cursor Copilot Windsurf Aider
GET /api/brain/context
The company brain returns
Architecture constraints
Coding conventions
Past incidents
Known bugs
Rejected approaches
Current owners
Generate code that respects your history

A different interaction model

Observe. Remember. Reason. Protect. Improve.

01
Observe

Every message, PR and doc flows into memory, continuously.

02
Remember

Cognee builds a temporal knowledge graph of decisions.

03
Reason

It re-reasons over the graph: what contradicts, duplicates, or has one owner.

04
Protect

It interrupts in-thread and on the PR, cited, dated, owned.

05
Improve

You grade each catch; precision compounds for your team.

A new category

Not search. Not chat. Organizational memory.

Traditional Search
AI Chat
Trace
Finds documents
Answers questions
Prevents mistakes
Passive
Reactive
Proactive
User searches
User prompts
Agent watches continuously
Information
Conversation
Organizational memory
Human only
Human only
Humans + AI agents

One memory graph

Everything the company knows, connected.

Every source flows into one temporal graph. The Guardian reasons over it, then every developer and AI coding agent works from the exact same memory.

Sources
SlackGitHubNotionLinearMeetings
Temporal Knowledge Graph · Cognee
Guardian Agent
Every developer & AI agent, aligned
DevelopersClaudeCursorCopilotWindsurfAider

Enterprise-grade findings

Every catch is cited and scored.

Decision driftConfidence98%

PR #482 migrates billing to MongoDB, reversing the Q1 decision to standardize on PostgreSQL.

EvidenceSlackArchitecture RFCMeeting notes
Owner · Platform Team

API-first

One API. Every AI understands your company.

Power every agent, CI check and IDE with verified organizational memory, served live over MCP or a single HTTP call.

Explore the Brain API
GET /brain

{
  "architecture":   "Postgres standard · REST + typed SDK",
  "codingStandards": "single-flight token refresh; idempotent payments",
  "knownIncidents":  "auth 401 race (#142) · billing double-charge",
  "rejected":        ["MongoDB", "GraphQL public API", "on-prem"],
  "owners":          { "auth": "Priya", "infra": "Nina" },
  "confidence":      0.97
}

Memory that understands time

It knows what changed, and when.

Jan
Use MongoDB
Mar
Rejected
Apr
Move to PostgreSQL
Today
PR violates latest decision

Most tools store the latest doc. Trace keeps the whole chain, so it catches the PR that quietly reverses April's call.

Always on

What Trace continuously protects

12,547
Messages remembered
8,294
Decisions indexed
43
Duplicate initiatives prevented
97%
High-confidence findings
15
Integrated repositories

Live where connected to this instance; demo figures otherwise.

Built for teams

Enterprise ready

Self-hostedCloudSource citationsAPI-firstRedaction supportAudit logssoonRole-based accesssoon

Not a screenshot

Experience Trace in action

Scroll the briefing, watch the graph, ask by voice, project a bus-factor risk. It's the real product, running right here.

trace.appFull screen →

Briefing

What your team forgot today

Demo
Trace · Morning briefing

Scanning your team's memory…

Watching 0 in memory

Built with

Cognee Next.js GitHub ElevenLabs Groq

Why now

Engineering teams increasingly rely on AI coding assistants, and those assistants generate code with no organizational memory. Trace becomes the memory layer between enterprise knowledge and every AI agent.

Build AI that remembers.

Your organization already knows the answer. Trace makes sure every engineer and every AI agent does too.

Start Building