COSTFRAME VS. CHATGPT, GEMINI & COPILOT

A general AI assistant vs. grounded, continuous FinOps evidence.

Use AI for a rough thought partner. Use Costframe for numbers finance can sign.

A general AI assistant such as ChatGPT, Gemini, Microsoft Copilot, or a DIY agent can give a rough, one-time read of an exported cloud cost CSV. It is not enough for finance-grade Azure cost optimization: it may price at list rates, lacks verified utilization evidence, and needs carefully governed access to stay current. Costframe is the read-only, evidence-backed, continuous version of that workflow.

Verified Model

Costframe

Finance-Grade Instrument

✓Findings are grounded in resource IDs, utilization history, and price math.
✓Savings are calculated at negotiated net rates, not generic Azure list prices.
✓Read-only access and tenant isolation are built into the workflow.

General AI

Alternative Approach

✕General assistants can hallucinate confident savings numbers.
✕Exports become stale and miss live utilization context.
✕A DIY agent introduces access-governance and credential-handling risk.

When ChatGPT, Gemini & Copilot is the better choice

A general AI assistant is enough for a personal sanity check, a one-off directional estimate, or a draft explanation where no security review or finance sign-off is required.

The Money Argument: Estimates vs. Evidence

How Costframe transforms vague recommendation alerts into verified, developer-trusted actions.

Representative AlertEstimate

"Downsize VM vm-prod-db-01. Suggested action: move to standard D2s_v5. Projected retail list savings: ~€150/mo. Confidence: High."

• Retail List Pricing• No Telemetry Evidence

Verified

Verified Costframe FindingLedger Mint

ID: db-vm-8842-prod

"Re-tier Oversized compute vm-prod-db-01. Max CPU over 30 days is 6.2%. Continuous memory ceiling at 21%. Move to E2ds_v5."

List Retail Savings:€188.40/mo

Net Verified Savings (EA):€135.65/mo

Feature Comparison

Direct feature breakdown for audit integrity and risk control.

Capability	Costframe	General AI	Context
Verified utilization evidence	✓	✕	General AI sees only what you export or paste.
Net-rate savings math	✓	✕	General AI usually reasons from public list prices.
Continuous reconciliation	✓	✕	A prompt is a snapshot, not a daily audit.
Useful narrative summaries	✓	✓	Both can explain findings in plain English.

Find your wasted cloud spend

Connect a read-only subscription and receive your prioritized audit in minutes.

Request access Back to comparisons