Shield360 › Compare › AI cost tools
Shield360, CloudZero and Vantage for AI spend
CloudZero and Vantage are cloud cost platforms that now bring AI provider bills into the same allocation, budgets and anomaly alerts as the rest of the cloud. Shield360 is not a FinOps platform. It measures AI spend from the person and machine outward — seats, keys, coding agents and shadow AI — in the same product that enforces AI policy and keeps the audit evidence.
As of October 2026, from each vendor's own public pages. Products change, so check with the vendor.
01 · In short
Where each one fits
FinOps allocates the bill.
Shield360 explains the AI in it.
Choose CloudZero or Vantage when
The question is the whole cloud bill: allocating AWS, Azure, Google Cloud, Kubernetes and SaaS spend to teams and products, unit costs, and anomaly alerts, with AI providers as one more line in it.
Choose Shield360 when
The question is AI specifically: which person, computer, coding agent and API key each dollar of AI spend belongs to, which seats are paid for but unused, which AI is being paid for on personal cards, and the security and compliance record for the same use.
Run both when
Finance already runs a FinOps platform. It stays the system of record for cloud cost; Shield360 adds the per-person, per-seat and per-agent view of AI, and keeps its cloud-bill figures apart from AI figures so nothing is counted twice.
02 · Side by side
From each vendor's own pages
Question by question.
CloudZero's and Vantage's cells come from their own documentation, integrations pages, blogs and press releases. Both platforms do much more for cloud cost than this page covers; the rows are the questions an AI spend owner asks.
| Question | CloudZero | Vantage | Shield360 |
|---|---|---|---|
| AI provider bills connected | ✓ Anthropic, Cursor and OpenAI connections; OpenAI Enterprise in preview; GitHub (Copilot) | ✓ Anthropic, OpenAI, Cursor and other AI providers on its integrations page; GitHub Copilot | ✓ OpenAI, Anthropic, Azure OpenAI, Amazon Bedrock, GitHub Copilot, Cursor, ChatGPT Enterprise; read-only |
| Whole cloud bill and Kubernetes | ✓ AWS, Azure, Google Cloud, Oracle Cloud; Kubernetes agent | ✓ Cloud and SaaS integrations; Kubernetes agent | Partial Reads AWS, Azure and Google Cloud bills onto a separate Cloud screen; not a cloud allocation tool |
| Allocation and unit cost | ✓ Dimensions, allocation of shared costs, unit cost | ✓ Virtual tags, segments, unit costs | Partial By person, team (from Entra ID), project, tool, model and key; no unit economics |
| AI spend per person | ✓ Through the Anthropic Enterprise, OpenAI Enterprise (preview), Cursor and GitHub connections | ✓ Through the Claude.ai, Codex (ChatGPT Enterprise), Cursor and Copilot integrations | ✓ Seats and per-token use per person, machine, tool, model and key; vendor bills beside the estimate |
| AI spend per API key | Not stated OpenAI and Anthropic platform costs by project, model and operation | ✓ OpenAI Platform and Claude API by API key ID | ✓ Billed keys matched to the computers seen using them, by keyed fingerprint |
| AI seats, including unused ones | Partial GitHub Copilot seat costs; its docs say ChatGPT Enterprise seat-allowance usage does not appear as spend and Claude Team is not supported | Partial GitHub Copilot user-months | ✓ Seats by person from Copilot, Cursor and ChatGPT Enterprise; seats unused for 30 days shown as paid for, unused |
| AI not on any connected bill | Partial AI Signals estimates real-time AI spend, including from a macOS collector; announced September 2026, marked preview in the docs | Not stated | ✓ Collector reports AI use on every enrolled computer, including personal plans, labeled as estimate |
| Coding agents | Partial Claude Code through AI Signals; Cursor and Copilot through their connections | Partial Codex, Claude Code and Cursor usage through their integrations | ✓ Sessions, tokens and cost for Claude Code, Codex and Cursor, per person and repository |
| Budgets, forecasts and alerts | ✓ Budgets, forecasts, hourly anomaly detection; Slack or email | ✓ Budget alerts, forecasting, anomaly detection; email, Slack, Teams or Jira | ✓ Monthly or quarterly budgets with forecasts and alerts; warn, throttle or block new requests at the AI proxy and coding-agent hooks, with overrides |
| Sensitive data in prompts | Not stated | Not stated Its Anthropic, Cursor and LLM-enrichment docs say prompts are not ingested | ✓ Warn, mask or block in the browser, the AI proxy and coding agents |
| Compliance evidence for AI | Not stated | Not stated | ✓ Evidence package with an Ed25519-signed SHA-256 manifest that verifies offline; expiring read-only auditor access |
| Self-hosted | Not stated | Partial A self-hosted MCP server is offered | ✓ Docker Compose; telemetry stays in your infrastructure |
As of October 2026. Information about other vendors comes from their own public pages, listed under Sources, as read on 14 October 2026. Products change, and a feature a vendor's pages do not mention may still exist, so check with the vendor. Product and company names are trademarks of their respective owners and are used only to identify their products; no endorsement or affiliation is implied. If something here about your product is wrong, tell us and we will correct it.
03 · Together
Running both
The FinOps platform keeps the cloud.
Shield360 adds the people.
No double counting
Shield360 keeps cloud bills on their own screen and never adds them to AI figures, so a Bedrock or Azure OpenAI line can sit in both tools without inflating either.
Billed first, estimate second
Where a vendor bill is connected, Shield360 quotes what was billed and uses its own estimate only to explain it. Where nothing is connected, every figure is labeled as an estimate.
Hand finance the per-person view
Finance and Executive views break AI spend down by person and department, and the spend report exports as CSV, so the FinOps platform can take it as one more source.
04 · Limits
What Shield360 does not do
What Shield360
does not do.
- It is not a FinOps platform: no unit economics, no Kubernetes cost allocation, no commitment or rightsizing recommendations.
- Budget enforcement uses an estimate, because vendor bills arrive late, and acts only on requests through the AI proxy, coding-agent hooks and vendor API consoles in the browser. Seat-priced chat sites and AI outside those points are not stopped.
- Team budgets need a connected directory (Microsoft Entra ID); Shield360 has no team hierarchy of its own.
- Per-key cost from OpenAI is only available from a date OpenAI sets; earlier costs are imported without a key.
- Spend estimated from observed use is an estimate at list prices until a vendor bill is connected.
05 · Sources
Read 14 October 2026
Sources.
CloudZero
- CloudZero docs — connections
- CloudZero — integrations
- CloudZero docs — OpenAI
- CloudZero docs — Anthropic
- CloudZero docs — AI platforms
- CloudZero docs — GitHub
- CloudZero docs — real-time AI spend with AI Signals
- CloudZero press release, 23 September 2026 — AI Signals
- CloudZero docs — glossary (Dimensions, unit cost, budgets, forecasts, anomalies)
- CloudZero docs — views and anomaly alerts
- CloudZero docs — Kubernetes
Vantage
- Vantage — integrations
- Vantage docs — OpenAI
- Vantage docs — Anthropic
- Vantage docs — Cursor
- Vantage docs — GitHub
- Vantage docs — custom LLM enrichment
- Vantage docs — virtual tagging
- Vantage docs — segments
- Vantage docs — unit costs
- Vantage docs — budgets
- Vantage docs — forecasting
- Vantage docs — anomaly alerts
- Vantage docs — Kubernetes
- Vantage docs — MCP
Based on each vendor's public documentation as of October 2026; products change, so check with the vendor. Shield360 statements were checked against the product's documentation and source code as deployed in production on 15 October 2026.
Put a name on the AI line.
A call starts from the AI line on your current bill and shows which people, seats, keys and coding agents are behind it.