Your architecture
is the product.
Do you understand it?
Tech organizations build software systems so complex that no single person holds the complete picture.
Coherence gives your teams a conscious model of the whole, grounded to real code and real business logic.
Navigate, query, simulate.
For Software Architects
Navigate your system
like a city.
Every service, every dependency, every data flow projected into a navigable, inhabited spatial environment.
Zoom from the strategic overview to function-level code in one continuous space.
No Miro boards.
No stale Confluence pages.
The living graph.
What you can do
- "What breaks if I deprecate this service?" → Fork the World simulates the full blast radius before you touch anything
- "Show me every system connected to Customer Onboarding" → Graph traversal returns every dependency with confidence scores
- "Which microservices have the highest coupling density?" → Transformation map highlights tangled regions at a glance
For Data Engineers
One truth.
Every tool.
Your Tableau says one thing.
Databricks says another.
Finance and Product work from different definitions of the same metric.
Coherence becomes the governed ground truth that feeds a single, human-approved definition to every analytics tool you use.
What you can do
- Trace any concept from business definition → API endpoint → schema field → source code function. Full lineage in seconds.
- Detect semantic drift: any asset that loses its concept link is flagged automatically
- Feed enriched, governed concept definitions directly into existing BI tools via MCP, the headless semantic hub
For Enterprise Architects
From boardroom
to source code.
Strategic decisions need full-chain visibility.
Not a quarterly review.
Not a slide deck built from memory.
A living model where you click on a business concept and see every system, process, and code function that implements it with evidence.
What you can do
- "Prove our KYC process works end-to-end" → Explorer returns a cited answer with lineage trace in minutes, not weeks
- "How does strategy map to what engineering actually built?" → Every code change maps to a business concept or is flagged as drift
- "What is the full impact of this regulatory change?" → Consequence simulation across the entire organizational graph
For DevOps Engineers
See the blast radius
before you deploy.
Every Terraform module, every Kubernetes manifest, every Docker config ingested at schema depth.
When you deprecate a service or change an API, the consequence simulation shows you every system affected before you push to production.
What you can do
- "What breaks if I remove this service?" → Fork the World simulation shows every cascading dependency. services, APIs, schema fields, and downstream teams
- "Which Terraform modules touch this database?" → Full infrastructure lineage from cloud resource to business concept
- "Show me all containers that handle PII data" → Concept-aware infrastructure queries across your entire deployment topology
For Compliance Officers
Audit evidence
in seconds, not weeks.
When the regulator asks “how is this process implemented?”. you have the answer in seconds.
Full Grounding Chain: regulation → business concept → API → schema → source code.
Every link confidence-scored. Every answer cited to the graph.
What you can do
- "Prove our KYC process is implemented end-to-end" → Full lineage trace from compliance rule to the function that executes it. Generated in seconds
- "Which systems are affected by this new regulation?" → Impact analysis across the entire organizational graph before any code changes
- "Generate an audit trail for this data flow" → Automated evidence generation with citations to every graph node involved
See the whole machine.
The Banking Playground is live. Explore a pre-loaded digital twin with 285 concepts and 630 technical assets. Ready to go deeper? Apply for a Discovery Sprint on your own data.
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