Symentrio

How it works

From agent usage to code that ships.

Track usage and cost, link it to work, and follow that work into main and production. The source behind every link stays visible.

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Pre-launch. Demo figures are synthetic.Capability status

Three sources flow into Symentrio through observed connections. Symentrio tracks usage and costs, links them to commits and merges, and follows the work into four delivery statuses. In progress is reached by an inferred link, Merged and Production observed by observed links, and Unresolved has no confirmed link.

Sources

  • Provider bills & commitmentsInvoices, seats and credits
  • Coding-agent usage metadataSessions, tools and repositories
  • GitHub & deployment recordsCommits, merges and releases

The account

Symentrio

  • TrackUsage and costs, with their basis
  • LinkSessions to commits and merges
  • FollowWork into main and production

Delivery status

  • In progressInferred link
  • MergedObserved link
  • Production observedObserved link
  • UnresolvedNo confirmed link
  • Observedsolid line
  • Inferreddashed line
  • Unresolvedvisible gap
Illustrative data flow. Sources and collection scope are agreed during technical validation.

01 / Track

See who uses what, and what it costs.

Usage by developer, tool and repository, with every cost labeled by its basis: invoiced, provider-reported or estimated.

Usage and cost, three waysDemo data

Platform team · Aug 2026 · USD

BasisEstimated token valueRecorded usage valued at token prices. Not the invoice total.

  • Alex$7,800.00
  • Priya$5,240.00
  • Sam$3,910.00
  • Jordan$2,450.00
  • Unattributed sessions$1,600.00
Total · estimated token value$21,000.00
Estimated token value and invoiced amounts are different bases and are never added together. Developer views follow explicit permissions.

02 / Link

Follow the session to the merge.

Sessions are matched to a repository and branch, then to commits and their merge into main. Inferred links stay labeled; missing evidence stays unresolved.

One session, followed to productionDemo data

Platform team · Aug 2026 · UTC

Agent session · $240 estimated

Approved repository and branch

Observed
Session-to-commit reference
Pull request #142

Merged into main · 26 Aug 2026

Observed
Approved environment, released revision
Production deployment

Successful release · 28 Aug 2026

Observed
A merge and a deployment are separate milestones. Neither proves business value.

03 / Report

A clear picture, period after period.

See what merged, what reached production and what still needs time. Work that starts this month can ship next month, so it stays in view.

Symentrio

See the work behind
your AI spend.

Start with one team and the coding tools your developers already use.

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A scoped pilot: usage, costs and delivery evidence.