EU AI Act Enforcement: August 2026

The Control Plane for Enterprise AI Agents

TVIJO gives teams one control plane for AI requests, agent workflows, model spend, BYOK and audit evidence.

Demo data shownEU AI Act readiness workflowsMarket intelligence

Control cockpit

Production AI requests - simulation

UNMANAGED
$47,200
AI spend / month
+34% vs plan
37%
Shadow AI
No visibility
62%
GPT-4 on routine
Overpaying
???
ROI
Not measured
Cost guard$39.6k / $42k
GPT-4o: policy laneClaude: reasoningDeepSeek: cost lane

Real-time Simulator

Every Second Without AI OS

Watch your enterprise burn budget, accumulate compliance debt, and bleed competitive advantage — in real time.

Estimated money burned by companies without AI governance
$0.00
Illustrative estimate since you opened this page — based on typical 40-60% AI over-spend, not your actual account
0.0M
Tokens Wasted
0
Shadow AI Calls
0.0
Compliance Gaps
North Star Metric
22
Production Modules Live
Built in 2.5 months by 1 person + AI OS
99.8%
Uptime
Production stability
<200ms
Avg Response
P50 latency
15+
Models Routed
Multi-provider

Smart Routing

Stop overpaying for routine AI tasks

AI OS automatically routes each request to the optimal model. Routine tasks go to cheap models, complex reasoning to premium ones. Real May 2026 prices.

Live Routing Log
Email template generationDeepSeek V3 ($0.27/1M)89%
Critical code reviewClaude Opus 4 ($15/1M)Quality up
Report summarizationGemini Flash ($0.15/1M)94%
Contract analysisClaude Sonnet 4 ($3/1M)Quality up
Customer FAQ replyLlama 3.3 70B ($0.05/1M)98%
Architecture decisionClaude Opus 4 ($15/1M)Quality up
Documentation translationDeepSeek V3 ($0.27/1M)89%
Security auditClaude Opus 4 ($15/1M)Quality up

Typical savings: 40-60% on AI API costs through intelligent model routing

The Problem

AI adoption is outpacing governance

Teams adopt AI tools faster than organizations can secure, measure and audit them. The gap creates real financial and regulatory exposure.

88%
of companies use AI
Only 7% have governance controls
37%
Shadow AI rate
Employees use unauthorized tools
4%
max EU AI Act fine
of global annual revenue

Proof

Built faster, cheaper, better

Real numbers from a solo founder using AI OS to build production infrastructure.

0
Production Modules
$0K
Total Build Cost
0.0
Months to Build
0+
Models Routed
-0%
Cost Saved
0%
Efficiency Gain

Product

One control plane for enterprise AI

Model routing, budget guards, audit trail and BYOK vault — four capabilities that turn unmanaged AI spend into governed operations.

Model Router

37%
estimated model cost reduction

Routes GPT, Claude, Gemini, DeepSeek and local models by quality, cost, latency and policy.

Audit Trail

99.9%
audit trail coverage target

Captures request id, actor, team, project, policy result, model selected, cost and event hash.

Budget Guards

$42k
monthly spend guarded

Tracks limits, current spend, forecast and block thresholds before agent loops become runaway cost.

BYOK Vault

BYOK
customer-owned key control

Scopes access, rotation state and provider usage without exposing raw secrets in the UI.

Architecture

How AI OS Built This Portal

One person + AI OS built 22 production modules in 2.5 months. See the difference governance makes.

🔑

Scattered API Keys

Keys in repos, env vars, Slack. No rotation policy.

🖐

Manual API Calls

Each developer picks their own model and endpoint.

📭

Zero Audit Trail

No logs, no attribution, no evidence for compliance.

💸

Runaway Costs

Agent loops burn budget. First alert is the bill.

🔒

Data Sources

All inputs normalized through a single gateway.

AI OS Router

Quality, cost, latency and policy-based routing.

🤖

Agent Pipeline

Orchestrated workflows with budget guards.

🖥

Portal Surface

Live cockpit with real-time metrics.

📋

Audit Trail

Immutable event log with hash verification.

Live Trace Simulation

Request routed with policy, cost and audit context

1
Client Prompt
request received
2
PII Guard
2 secrets masked
3
Policy Engine
approved for support workflow
4
Budget Check
within team limit
5
Model Router
Claude for reasoning, DeepSeek for cost lane
6
Provider
response streamed
7
Audit Log
event hash stored

Compliance

EU AI Act readiness timeline

The EU AI Act enforcement begins August 2026. Organizations need audit trails, risk classifications and human oversight workflows in place.

Now

Discovery

  • Catalog AI use cases
  • Classify risk levels
  • Map data flows
Q3 2026

Implementation

  • Deploy audit logging
  • Configure policy engine
  • Train review teams
Ongoing

Operations

  • Monitor compliance
  • Generate evidence packs
  • Update risk assessments

Positioning

At the intersection of governance and multi-model control

Most tools sit in one corner — a gateway, an observability tool, or a governance suite. TVIJO is built to span both axes.

Illustrative positioning by product category, not a benchmark score. See the detailed capability comparison below.

Capability Map

AI OS vs Industry Average

Six dimensions where AI OS outperforms typical enterprise AI adoption.

Model Routing

Intelligent quality/cost/latency routing across 15+ models.

Audit Trail

Immutable event log with hash verification and export.

Budget Guards

Real-time spend tracking with forecast and block thresholds.

Agent Orchestration

Workflow orchestration with policy enforcement.

Compliance Evidence

One-click evidence packs for auditor review.

Cost Optimization

Automatic down-routing for routine tasks.

Risk Audit

3-minute AI governance health check

Answer six questions to see where your organization stands on AI governance readiness.

Do employees use unauthorized AI tools?
Are all AI prompts logged?
Can you trace AI cost by team or project?
Do you support BYOK per customer or team?
Can you block agent loops before cost runaway?
Can you produce AI audit evidence within 24 hours?

Research-backed governance

What METR teaches enterprise AI OS teams

METR evaluates frontier models for capabilities and risk — not marketing claims. Tvijo AI OS turns their findings into control-plane modules: risk scoring, monitorability, and uplift measurement.

44
documented misalignment incidents reviewed

Agent risk & rogue deployment

METR documents that minimal rogue deployment is already plausible for frontier agents, while surviving active security investigation is not. TVIJO AI OS maps this to permissions, sandboxing, approval gates, and kill switches.

1.4–2×
median perceived value multiplier (self-report)

Productivity uplift

Technical workers self-report 1.6–2.1× more valuable work in early 2026, with higher expectations for 2027. AI OS should measure value uplift, not chat volume.

+33–50%
uplift range across old vs new tasks

Task substitution

AI changes which tasks teams take on. Uplift on old tasks ≤ uplift in value ≤ uplift on new tasks — so governance must track new task classes, not only speed.

14.4%
uncaught runs even with matched monitor (METR eval)

Monitorability

Stronger agents evade weaker monitors more often. A cheap model cannot reliably police a frontier executor — layered rules plus strong judges are required.

Frontier risk · May 2026
METR frontier risk chart: severity vs investigation difficulty
Source: METR research summaries. Charts shown for education; Tvijo interprets implications for AI OS controls.
Productivity uplift · May 2026
METR productivity uplift box plot
Self-reported multipliers; treat as directional signal, not guaranteed ROI.
Monitorability heatmap · Jan 2026
METR monitorability heatmap: percent uncaught runs by agent and monitor model
Stronger agents need stronger monitors — not a single cheap classifier.
Task substitution · May 2026
METR task substitution uplift diagrams

Three AI OS modules from METR

Agent Risk Score

Access scope, action class, blast radius

Monitorability Layer

Rules, strong judge, human approval

Uplift Analytics

Speed, value, and new-task uplift

Full research write-ups live in Tvijo Knowledge Base for staff. Public lessons start in Learn.

Use Cases

Built for teams that need AI control

Four personas. Four reasons to deploy AI governance before it becomes an audit finding.

CISO / CTO

Shadow AI, uncontrolled keys and no audit evidence across teams.

AI Startup Founder

Enterprise buyers ask for routing, BYOK and audit before expansion.

VC Portfolio Lead

Portfolio companies adopt AI faster than governance practices converge.

Regulated Enterprise

Approval teams need evidence workflows before agents touch customer data.

How TVIJO compares

One layer instead of four tools

TVIJO is not a replacement for a gateway, an observability tool, or a governance suite. It is one control plane that spans all three — routing, spend and audit evidence — so AI teams do not have to wire them together.

CapabilityTVIJOPortkeyLangfuseLangSmithCredo AI
Model routing across providers
Budget guards / spend caps
BYOK key vault
LLM tracing & evalsBasicBasicAdvancedAdvanced
Audit evidence exportPartialPartialPartial
AI governance / EU AI Act readiness
PII / secrets guardPartial

Each tool is excellent in its own category — Portkey as a gateway, Langfuse and LangSmith for observability, Credo AI for governance. TVIJO combines routing + spend + governance in one cockpit.

Positioning

Where AI OS fits in the landscape

AI OS sits between model providers and business applications — the control plane layer that enterprises are missing today.

Model Providers

OpenAI, Anthropic, Google, Meta, DeepSeek, Mistral

AI OS Control Plane

Routing, budget, audit, BYOK, policy engine

Business Apps

Support, legal, engineering, sales, compliance tools

Pricing

Start with a pilot, scale with confidence

Every plan includes model routing, audit trail and budget guards. Enterprise adds portfolio rollups and private deployment.

Starter

Pilot

Risk audit, live trace demo and one governed workflow.

Growth

Team

Model routing, budget guards, audit exports and BYOK lanes.

Enterprise

Custom

Portfolio rollups, private deployment options and compliance workflows.

DeepSeek V3: $0.27/1M tokens vs GPT-4o: $2.50/1M → 89% savedClaude Opus $15/1M → routed to DeepSeek for routine → 98% saved1 person + AI OS = output of 5 engineers → $245K savedGemini Flash: $0.15/1M vs GPT-4o: $2.50/1M → 94% savedDeepSeek V3: $0.27/1M tokens vs GPT-4o: $2.50/1M → 89% savedClaude Opus $15/1M → routed to DeepSeek for routine → 98% saved1 person + AI OS = output of 5 engineers → $245K savedGemini Flash: $0.15/1M vs GPT-4o: $2.50/1M → 94% savedDeepSeek V3: $0.27/1M tokens vs GPT-4o: $2.50/1M → 89% savedClaude Opus $15/1M → routed to DeepSeek for routine → 98% saved1 person + AI OS = output of 5 engineers → $245K savedGemini Flash: $0.15/1M vs GPT-4o: $2.50/1M → 94% savedDeepSeek V3: $0.27/1M tokens vs GPT-4o: $2.50/1M → 89% savedClaude Opus $15/1M → routed to DeepSeek for routine → 98% saved1 person + AI OS = output of 5 engineers → $245K savedGemini Flash: $0.15/1M vs GPT-4o: $2.50/1M → 94% saved
EU AI Act deadline: August 2026 — 3 months left

portal-go — lives on tvijo.com, built on AI OS

Deploy AI governance before auditors deploy fines

AI OS Control Plane

Start free — no credit card

View Plans