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AgentNuro · Read-only tier

AgentNuro Insight: read‑only AI spend visibility, nothing changes in your apps

AgentNuro Insight connects through your provider, billing, and identity APIs to map AI usage and spend across the organization, with no change to your applications.

AI spend · last 30 days Read-only
$184,620
across 7 providers · sample data, for illustration only
Unattributed spend
22%
Top model
GPT-4o
Providers
OpenAIClaudeGeminiCopilotAWS BedrockGoogle VertexAzure AI Foundry

How does read‑only AI visibility work?

01
OpenAIClaudeGeminiProvider APIs
AWS BedrockAzure AI FoundryGoogle VertexBilling APIs
Identity APIs
Read-only
Insight

Connect

Authorize read-only access to your provider, billing, and identity APIs. No agents, no SDKs, no code to ship.

02
Attributed by TeamModelAgent
Engineering$86.4K
Product$54.2K
Support$29.8K
Marketing$14.2K

See

Insight automatically correlates usage and spend across providers and populates your dashboard, attributed by team, model, and agent. Nothing sits in the request path and no application code changes.

What data sources does Insight connect to?

OpenAI OpenAIUsage & billing API
Claude ClaudeAnthropic Console API
Gemini GeminiGoogle AI billing export
Copilot CopilotMicrosoft 365 admin API
AWS Bedrock BedrockAWS Cost Explorer
Google Vertex VertexGCP billing export
Azure AI Foundry Azure AI FoundryAzure Cost Management

What can Insight show in the first 24 hours?

Spend allocated to the people, teams, and models actually driving it, without you doing any manual tagging first.

Spend by team
Engineering$86,400
Product$54,200
Support$29,800
Marketing$14,200
Illustrative sample data, shown for layout only.
Unattributed spend
22% of total AI spend not yet tied to a team or project
Cost by model
OpenAIGPT-4o$71,300
ClaudeClaude$58,900
GeminiGemini$24,700
Illustrative sample data, shown for layout only.

When should I move from Insight to Control?

Move once Insight has told you what to fix and you need it enforced automatically instead of actioned by hand. If you’re still mapping spend and attributing it correctly, stay on Insight. Adding enforcement before the map is trustworthy just automates mistakes.

Stay on Insight while…

  • You’re still finding unattributed or shadow AI spend
  • Teams are reviewing recommendations manually before acting
  • You need buy-in from finance or security before anything enforces automatically
  • You want zero latency and zero blast radius while you build trust in the data

Move to Control when…

  • The same waste (wrong model, no caching) shows up every review cycle
  • You need a budget cap or kill switch enforced per request, not just reported
  • Manually routing or rate-limiting has become a full-time job
  • You’re ready to act on Insight’s data automatically, not just see it

Frequently asked questions

Yes. Insight reads usage and spend through provider, billing, and identity APIs you already have. There is nothing to install in your applications and no proxy sits in the request path.

No. Insight never intercepts or reroutes a live AI request. It reads billing, usage, and identity data on a schedule, which is why connecting it carries no latency or reliability risk.

Connections use read-only, least-privilege credentials scoped to usage and billing endpoints. AgentNuro is SOC 2 compliant, with independently audited controls covering access, data handling, and monitoring.

Yes. Control is built on the same connections and data model Insight already established, so moving from visibility to enforcement does not require a new integration.

See every AI dollar. Then control it.

Connect read-only in minutes. No credit card, no code changes.