Code ships fast now.
Products still don't.

AI made teams faster. Handoffs became the bottleneck.

Interfluent gives business, product, and engineering one shared understanding of the system and AI agents that can reason, coordinate, and act across it.

Instead of isolated productivity gains, Interfluent makes the whole organization compound.

CODE 47 changes today
feat: symbol classifier v2 fix: pdf raster memory chore: bump pdfjs-dist feat: line-type review refactor: graph export fix: dwg unit scaling
feat: symbol classifier v2 fix: pdf raster memory chore: bump pdfjs-dist feat: line-type review refactor: graph export fix: dwg unit scaling
Which feature does this touch?
What will it cost?
Is the documentation still true?
?
PRODUCT 1 capability this quarter
Review Symbols v2waiting on estimate
01 · TODAY

Three rooms. Three languages. One system nobody can see whole.

Business talks in capabilities. Product talks in requirements. Engineering talks in repositories. Every planning conversation starts by redrawing the map by hand, and the map is stale by the time the meeting ends.

BUSINESS
Talks in capabilities
Improve On-boarding Time Improve Pilot Conversion Rate
How big is change in Review Symbols?
PRODUCT / BA
Talks in requirements
PRD · Review Symbols v2 DRAFT
“Which services does this actually touch?”
ENGINEERING
Talks in repositories
classifier/SymbolClassifierService.ts
conversion/DrawingConversionService.ts
lines/LineTypeService.ts
tests/classifier.spec.ts · 61%
“Which capability is this debt under?”
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02 · WHAT SHIPPING WELL NEEDS

One picture of the system that all three rooms can read.

Start with what the business actually cares about: product capabilities. Put them next to the services that implement them, instead of a slide that gets redrawn every quarter.

Then add intent. Requirements, briefs and documentation become nodes in the same model as classes, methods and tests. A business question and a technical question now share an answer path.

Once everything is connected, a change can be priced before a date is promised, and the record can be rewritten from the model when the system moves. The next change gets cheaper than the last.

PRODUCT · INTENT
CODE · ENTITIES
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ONE CONNECTED MODEL · FEATURES · REQUIREMENTS · DOCS · CODE
03 · INTERFLUENT

Interfluent is that shared context. And the agents that work from it.

Product capabilities above the line, the services that implement them below it. Every node carries what the agents currently know about it: requirement status, documentation, debt and coverage. Select one and everything known about it opens in one place.

Plant360 / Convert / Canvas Search graph, docs, findings  ⌘K
Pulse
Canvas
Context Graph
PRODUCT
PRDs 2
User Documentation
Engineering Briefs
ENGINEERING
Impact Analysis
Technical Debt
Security 3
Test Coverage
Test Planning
Agent Builder
Product feature map
10 features · 4 services · 23 linked documents
PRD statusDocsDebt & securityCoverage
PRODUCT FEATURES
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{{ f.prd }} {{ f.docs }} {{ f.debt }} {{ f.cov }}
CODE ENTITIES · SERVICES
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FEATURE
Review Symbols
Code entities
15
High findings
12
Coverage
71%
Review Symbols V2DRAFT
Review Symbols V1PUBLISHED
Symbology docsOUT OF SYNC
Technical debt41 findings
Security1 critical · 2 high
Create PRDAnalyse impact
PRICE THE CHANGE FIRST

Describe the change in a sentence. Get the blast radius back before anyone promises a date.

Files touched, tests affected and documents that will drift come back as a size band with the relationships behind it. Scope becomes evidence rather than a score to argue with.

IMPACT ANALYSIS
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M
Medium change
14 files · 6 tests · 3 documents to update
DrawingConversionServiceimplements · Convert drawings
dxf-parser.spec.tsuntested path
User docs · Importing DXFwill drift
THE AGENT SUITE

Agents that read from the model and write back into it.

Each one leaves the system better described than it found it, so the value compounds with every cycle.

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User Documentation · Importing DXFOUT OF SYNC · 3 CHANGES
Supported formats: DWG, DXF (R12–2018)
- Files are parsed by the legacy DXF parser
+ Files are routed through DrawingConversionService
Unit scaling is detected from the header block
+ Unrecognised symbols are queued for classification
Output: a reviewed P&ID graph
Rewritten from the model · awaiting reviewRejectAccept & publish
THE RECORD STAYS TRUE

Documentation is rewritten when the system moves, and held as a diff until a human accepts it.

Added, changed and removed pages are marked before publishing. Nothing goes live unreviewed. Customer-facing and engineering narratives stay separate, moving at their own speed from the same model.

RISK, IN THE BUSINESS'S LANGUAGE

Debt, vulnerabilities and thin coverage, expressed as capabilities rather than files.

Every finding resolves up to the product capability that carries it. That turns a report engineering triages alone into a list a business owner can prioritise and fund.

CAPABILITYDEBTSECURITYCOVERAGE GAP
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A GAP BECOMES A PLAN

Any weak capability turns into a drafted test plan from the row that flagged it.

Written against what the change actually touched, editable, and read back into the model. The next planning cycle starts from the state the last one left behind.

TEST COVERAGE · FLAGGED
Mark Unidentified Symbols
5 files · 0 tests on hot paths44%
Generate test plan
TEST PLAN · DRAFTEDITABLE
Mark Unidentified Symbols · v1
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WHO IT PAYS OFF FOR

Three audiences, one model, different reads.

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WHERE IT SITS

It wraps the IDE rather than competing with it.

Nothing is displaced. Interfluent decides and governs the change; the developer's IDE still writes it; your pipelines, controls and monitoring stay exactly as they are.

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THE GOVERNING LOOP FEEDS THE NEXT DECISION
WHAT YOU ALREADY OWN, AND WHAT IS MISSING

Your current tools are good at their job. Interfluent holds the part in between.

CATEGORYWHAT IT DOES WELLWHAT INTERFLUENT HOLDS
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TEAMS BUILDING ON A SHARED PICTURE
customer logo
customer logo
customer logo
customer logo
customer logo
customer logo

See the whole loop on your own codebase.

Every screen in this story is a working prototype. We'll walk it live, from feature map to test plan.