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AI you can trust.trust.

The operating system enterprises use to trust, understand, and operate AI at scale — safely and efficiently.

The gap

Your logs say what happened. Not why.

Spans, tokens, latency — never what the answer relied on, whether it holds up, or what it cost.

prod.logs · today
trace 9f2a1c · gpt-4o · 842msb3d9e7 · gpt-4o-mini · 221msweb_search · 690ms

All accounted for — yet none of it tells you why.

Bulletin № 01Prove it now

Enterprise AI

AI is in production.
Proof isn't.

Every ~10% price cut is absorbed by 12–18% more consumption. Optimize token yield.

0%

of generative-AI projects are abandoned after proof of concept — cost, data quality, and unclear value.

Source · Gartner

0%

of agentic-AI projects will be canceled by 2027 — escalating costs and unclear business value.

Source · Gartner

0%

more tokens consumed year over year — even as prices halved. Cheaper tokens, heavier bills.

Source · Bain & Co. · via Fortune

This is the gap Evigauge closes. Provenance, not promises.

Why Evigauge

From black box to full provenance. Four stages. One platform.

Most teams are stuck between “we use AI” and “we can prove our AI.” Evigauge moves you through every stage.

01Where the black box opens

Rebuild how every answer was made.

The query decomposition, the decision graph, the sources cited and dropped — reconstructed from your app's own execution, not a span you have to guess from.

One OS

What you get on day one.

One SDK, four capabilities — full visibility, provenance, cost control, and compliance, reconstructed from your app's own execution.

Data visibility

See what every answer was built from.

What every answer cited, dropped, and never retrieved — verified, not guessed.

What you get: A complete sourcing audit for any answer.

Trackability

Every decision traced, versioned, replayable.

Every decision traced and versioned — replay any answer, end to end.

What you get: Replay any answer, exactly as it happened.

Cost optimization

Not a dashboard. The fix.

The cheaper model and the exact dollars — with the span to change attached.

What you get: The line to change, not the number to stare at.

Compliance

Set the trust boundary. It's enforced and logged.

Your trust boundary — enforced, logged, and audit-grade.

What you get: Audit-grade evidence, control on the record.

See it running · the real interface

See the product. Actually running.

Four core views — fleet, decision graph, provenance, and cost — cycling through what Evigauge surfaces on your own traffic.

Illustrative
fleet / live topology
router1.0k opsretrievertoken-heavytool-agentnominalcomposernominal
  • retriever is 3.1× its learned baseline for this operationflag raised
  • tool-agent recovered — the earlier flag resolved itselfauto-resolved

Now showing

Four live views, one platform.

Every agent and tool call across the estate, mapped live — per-operation baselines and auto-resolving flags, zero added latency.

How it works

Live in under an hour. No engineering required.

Drop in the SDK and the panels reconstruct themselves — provenance, reasoning, and cost, from your app's own execution.

Connect

Drop in the SDK — it instruments your LLM calls, tools, and retrieval. No code changes, live in under an hour.

Discover

See every call across the company, reconstructed by source, reasoning, provider, and cost.

Act

Real-time findings. Catch drift and cost spikes, prove provenance, and act with the exact fix.

One platform.
Every leader's answer.

One platform every leader trusts — the CFO sees the spend, the CISO sees the proof, the team sees the fix.

CFOWhere is every AI dollar going?
AI BudgetUsed

Get the answers your leadership team is asking for.

Book a demo

End-to-end deployment

We turn legacy systems into self-sustaining AI.

No rip-and-replace — a governed business ontology around your trusted core, so AI inherits provenance, governance, and trust at every layer.

AutonomousAgenticOperationalOntologyUnified DataInfrastructure
  • Self-sustaining

    Autonomous Workflows

    End-to-end workflows that run, verify, and improve themselves — a self-sustaining, provenance-led AI machine.

    What you get: Whole processes run — and improve — on their own, so you get more done without adding headcount.

    Fleet monitoringShip CheckGrounding
  • Where AI acts

    Agentic Layer

    AI agents that draft, decide, and execute inside those systems — acting alongside your people, never around your controls.

    What you get: Agents take the repetitive work off your people, so they focus on the decisions that matter.

    ReasoningFleet monitoringPrompt-injection testing
  • System of action

    Operational Layer

    The CRM, ERP, and line-of-business systems your teams already run every day — kept in place, modernised around, not ripped out.

    What you get: Your teams keep the tools they already know — the same work just gets faster and cheaper.

    PerformanceCost & speedShip Check
  • System of context

    Ontology Layer

    Your business modelled as a living ontology — entities, relationships, and rules as an executable contract every model and agent must honour.

    What you get: The AI actually understands your business, so it gets answers right the first time.

    GroundingProvenance
  • System of record

    Unified Data Layer

    Decades of siloed, legacy data reconciled into one always-current foundation the whole enterprise can trust — every record traceable to its source.

    What you get: Everyone finally works from one trusted set of numbers — no more conflicting spreadsheets.

    ProvenanceGovernance & security
  • Foundation

    Infrastructure

    Deployed in your cloud, private VPC, or fully air-gapped — with enterprise security and governance switched on from day zero.

    What you get: You go live without a security battle — everything runs inside your own walls, and nothing leaves.

    Governance & securityFleet monitoring
ProvenanceGovernanceTrust
inherited at every layer

For developers

Every claim lands on a number, a name, or a span.

Per-trace tooling to debug performance and cost — the exact span, the exact dollars. No vibes, no monthly averages.

Know which layer is actually slow.

p50 / p95 / p99 broken out by retrieval, tool call, generation, and guardrail — then drill from the slow phase to the offending span.

“generation is the slow part, not the database”

Here's the line to change.

The correlation engine names the trace where a premium model did simple work, the cheaper model that fits, and the exact dollars.

→ saving priced, span linked

See the whole fleet, not one agent.

Live topology, per-agent tokens, latency baselines learned per operation, and flags that resolve themselves when an agent recovers.

off-band read · zero added latency

A PR gate for prompts.

Catches a broken cache, a bloated prompt, or rising failed responses — and can fail the build. Same diff, same verdict, every time.

runs in CI · deterministic

Plugins

Drop it into the tools you already code in.

Ready-made plugins for the AI coding tools your team already runs — same provenance, cost, and trust, right inside the workflow.

Claude Code

Kilo Code

Google CLI

Kimi Code

Evigauge

Security & deployment

What leaves

14:02:04CI
shipcheck.gate
14:02:39KB
provenance.verify
14:03:11WEB
web.crosscheck
14:03:48PII
pii.redact
14:04:20ALIGN
query.align
14:04:55RBAC
role.scope
14:05:26KB
drift.check
14:05:59LOG
audit.write
14:02:04CI
shipcheck.gate
14:02:39KB
provenance.verify
14:03:11WEB
web.crosscheck
14:03:48PII
pii.redact
14:04:20ALIGN
query.align
14:04:55RBAC
role.scope
14:05:26KB
drift.check
14:05:59LOG
audit.write

what stays

The boundary · 00

Prove every answer stayed inside your walls — attributed, aligned, and audit-ready, with zero data egress.

TimeScopeShapeEventWhereStatus
14:02:04CIshipcheck.gatePR #482Passed
14:02:39KBprovenance.verifysource-matrixGrounded
14:03:11WEBweb.crosscheckopen-webBlocked · no egress
14:03:48PIIpii.redactingestRedacted
14:04:20ALIGNquery.alignu/j.chenWithin KB
14:04:55RBACrole.scopeowner/devEnforced
14:05:26KBdrift.checkkb-baselineWithin 1σ
14:05:59LOGaudit.writeledgerSealed

Nothing leaves your walls. Every answer attributed, aligned, and on the record.

Read the security detail