Context Graph

The memory layerfor software work.

Context Graph captures why the workflow works the way it does. That memory makes faster delivery safer, better automation possible, and handoffs less lossy.

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What gets captured

The rules behindthe workflow.

The graph is not just raw data. It stores the decisions, exceptions, approvals, and precedents that explain how the work actually moves.

What gets captured

Decision traces

Why a path was taken, who approved it, and what evidence the team used.

What gets captured

Exceptions

The edge cases that make or break real workflows and that generic SaaS usually handles badly.

What gets captured

Approvals

The people, thresholds, and policy checks that have to stay visible after launch.

What gets captured

Precedents

Past human judgement that can be reused the next time a similar case appears.

Decision memory

Make the hidden logicoperational.

When the context is durable, teams stop relearning the same decisions and automation stops drifting away from the reality of the workflow.

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"Institutional memory should not live in the one operator who knows the edge cases by heart. Context Graph makes that memory usable."

Mach122Context thesis
Artifacts → Decisions → Reuse
Decision trace observability
Decisions captured461
Exceptions routed55
Precedents reused12
Decision trace volume
Top workflow topics
  • Renewal discount exception35
  • Vendor approval threshold29
  • Contract handoff precedent23
  • Access escalation path17
Decision log
WorkflowDecisionReview gate
RenewalsDiscount exception approved after service-impact precedentFinance
ProcurementVendor threshold exceeded and routed to VP approvalOps
Access opsEscalation path updated after policy exception reviewSecurity
Context Graph workbench
decision_trace: renewal_discount_exception
entities:
  account: acme_enterprise
  renewal: fy26
  policy: discount_policy_v3_2
inputs:
  - crm: enterprise_arr
  - slack: vp_approval_thread
human_gate: finance

What compounds

Better reuse.Better judgement.

The longer the workflow runs with captured context, the more the system can reuse prior reasoning without pretending every decision is the same.

What compounds

Faster onboarding

New operators can understand the path quickly because the reasoning is attached to the workflow.

What compounds

Safer autonomy

Agents can handle more of the repeat path because the graph makes review history visible.

What compounds

Cleaner audits

The team can reconstruct what happened after the fact without piecing together screenshots and memory.

Start with the missing memory

Bring the workflow.We’ll map the context.

If the workflow only works because a few people carry the real rules in their heads, Context Graph is the right place to start.

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Where it helps most

Approvals, renewals, finance ops, support ops, and any process where exceptions matter more than the happy path.