KnowledgeProduct

Learn once. Every agent knows.

Facts about your systems, services, and decisions are extracted, curated, and verified once, then served to every agent in the organization so they all act on the same truth.

Markdown
Organization
Devs keep their own AI toolsEach one enrolls into the orgEvery action checked & recordedThey take seats in departments
ConnectProduct
Developers' AI tools join the org
On developers' laptops
Claude Code
enrolled
Copilot
enrolled
Grok CLI
enrolled
Product Owner sets the goalPM routes work to departmentsEngineering builds & reviewsShipped — with evidence
WorkforceProductAI departments that plan, coordinate, and deliver real work
Strategic Leadership
Product Owner
Vision, requirements, acceptance
Project Manager
Coordination, timelines, delivery
Routes work to
all departments
Engineering
Director
BackendFrontend
PythonGo+2
GitLabGitHub
QA
Director
Test Lead
SeleniumPytest+1
Jira
Security
Director
AppSec
SASTDAST+1
SnykSonarQube
DevOps
Director
Platform
KubernetesTerraform+1
ArgoCDDocker
SRE
Director
Reliability
MonitoringIncident Resp.+1
GrafanaPagerDuty
Marketing
Director
Content
CopywritingSEO+1
HubSpot
AI workersDevelopers' agents via Connect
LLM Providers
OpenAIAnthropicGoogle AICustom
Validation Gates
Evidence BundlesQuality ReviewCrypto Audit
Results
DeliverablesArtifactsReports
A fact is learned onceCurator verifies itPublished to the org brainServed to every agent
KnowledgeProductOne curated knowledge base for every agent
  • Everything your org knows, in one place
  • Curated & always current
  • Served to every agent
Every turn mirrored liveThe session timeline buildsDrift caught earlyYou see what agents see
ContextProductSee what every agent sees, live
  • See what every agent is working on
  • Full history of every session
  • Early warnings before things drift
An agent makes a callThe gate evaluates policyAllow or deny — always loggedImmutable audit trail
GovernanceProductOne gate for every agent action — nothing slips through unlogged
Policy GatewayAccess PoliciesIdentity IsolationAudit LedgerProof of Every ActionCost Controls
Data Filtering
PII, secrets, and sensitive data stripped before reaching external APIs
Egress Control
Block unauthorized tool calls, restrict network access, enforce allow-lists
Compliance Logging
Every blocked and allowed action logged immutably for regulatory audit
Internal
External APIs & LLMs

Knowledge in your organization — the story replays live. Click any other product to explore it.

The problem

Every agent starts from zero

  • What your company knows lives in heads, wikis, and diagrams that were true last spring.
  • Every AI session re-learns your architecture, or worse, hallucinates it.
  • Ask two agents the same question and you get two different answers. There is no single truth.
The AI-Native way

In an AI-Native org, the organization remembers

  • Facts are learned once: scanners read your repos and clusters, a curator verifies what they find.
  • One org brain holds entities, relationships, and a live service registry, sourced and current.
  • Every agent gets the same verified facts at the moment of use, via MCP and APIs.

This is the difference between adding AI to your organization and being AI-Native: Knowledge is not a tool on the side — it is how the organization runs.

Available today

An organization that remembers

Connect a repository tonight; read what your org learned by morning.

Get Started →

You multiplied the workers, not the knowledge. AI gave your organization more hands than it has ever had — and every one of them starts ignorant. A language model is stateless: each session rebuilds its picture of your company from scratch, paid for in tokens, in time, and in the mistakes it makes while guessing. Multiply that re-learning tax across every agent and every session, and your org runs on as many versions of the truth as it has context windows.

Documentation rots; systems do not lie. Wikis go stale the day after they are written — the diagram from last spring, the port that changed, the service deprecated quietly on a Friday. Your repositories, clusters, and manifests cannot drift from reality, because they are the reality. So that is what Knowledge reads: scanners walk the actual systems and propose facts — services, owners, dependencies, relationships — grounded in sources, not memory.

Curation is what makes facts trustworthy. Raw extraction produces duplicates, conflicts, and noise — the same reason raw code needs review. A curator pipeline merges and deduplicates automatically; anything contested waits for a one-click human ruling. Every surviving fact carries its sources, verification state, and freshness. Not accumulated — curated. An agent reading it knows exactly how much to trust it, and why.

Learned once, known everywhere. The moment a fact is verified, it belongs to the whole workforce: cloud workers and enrolled developer agents alike, served over MCP and APIs, injected into context at the moment of use. And the flow runs both ways — agents propose corrections and attest to what they observe, human-gated, so the knowledge base is fed by the very workforce that uses it.

Knowledge compounds. Every verified fact makes every future task slightly cheaper, faster, and safer — the derivation happens once instead of ten thousand times. A static wiki depreciates from the day it is written. An org brain fed by scanners, curators, and working agents appreciates instead: your organization gets smarter every day it runs.

What Knowledge gives you

Verified facts & entities

Facts carry sources, verification state, and freshness, so agents can trust what they read.

Service registry

Repos, deployments, services, and their dependencies, deep-scanned and kept current.

Curator pipeline

Automated merge, dedupe, and rewrite with human review for anything contested.

Briefings

Dense, actionable summaries per entity, built for LLM context windows, readable by humans.

MCP & APIs

Serve knowledge to any agent or tool through standard interfaces.

Agent feedback loop

Agents can vote, attest, and propose corrections, gated by human review.

Put Knowledge to work

One curated knowledge base for every agent.

Get Started