Stop Guessing AI Infrastructure Costs
Live vendor comparisons, historical pricing, and cost estimates for AI models, APIs, GPUs, and infrastructure — backed by a Public Ledger and the 12-Signal BizOps Score.
Vendor comparison · LLM APIs
| Vendor | Input $/1M | Output $/1M |
|---|---|---|
| Loading live rates… | ||
Savings estimate
Historical price trend
Price movement this week
Estimated monthly cost · 500M tokens/mo on the cheapest tracked vendor
Built for the decision, not the search
“We don't know which API is cheapest.”
BizOpsTool compares them — input, output, cache-read, and context pricing, side by side.
“We don't know our monthly AI spend.”
BizOpsTool estimates it from your actual usage shape, layer by layer.
“We're negotiating with vendors.”
BizOpsTool provides the historical pricing record vendors won't volunteer.
“Should we migrate?”
BizOpsTool compares alternatives and shows exactly where the tipping point is.
Why trust the numbers
Independent
No vendor sponsorship. No paid listings. No sponsored rankings — ever.
Transparent
The full scoring formula and collection method are public on the Methodology page.
Historical
Every price change is logged over time — a real time-series, not a snapshot.
Reproducible
Every record carries a SHA-256 hash chained to its source — verify any number yourself.
Independent AI Infrastructure Research
We don't just list prices — we research them
Every vendor is tracked weekly, scored against a public 12-Signal BizOps Score, and recorded into a Public Ledger that preserves the full sequence of prices a vendor has ever charged — not just today's number. That ongoing programme of tracking, scoring, and hash-verification is what separates BizOpsTool from a directory: it's a standing research operation, not a snapshot.
Pricing Memory Pricing Memory™
Every vendor page shows today's price. That's table stakes — anyone can copy that off a pricing page. What BizOpsTool preserves is the memory: the full sequence of prices a vendor has ever charged, hash-chained so the record can't be quietly edited later. When a vendor drops a rate right before your renewal, or a "temporary" price hike never reverts, the ledger already has the receipt — before you ever have to ask for one.
Calculate your real AI bill
The True AI Infrastructure Cost Calculator
Stack inference, GPU compute, vector database, and storage costs — with agent-loop multipliers and cache-read pricing — to see the bill finance actually receives, not the token sticker price.
Everything You Need to Decide
The Tipping Point
Per-token API vs renting raw GPUs — the exact volume where the lines cross, on your throughput numbers.
Market pulseAI Pricing Pulse
Every observed change this week — rate limits halved, token prices moved — each entry carrying its verification hash.
TrustHow We Score & What We Share
The exact 12-signal formula, the hash-chain spec, and our advertising disclosure. Vendors cannot pay to change a number.
CalculatorTrue AI Infrastructure Cost
Stack every layer of the bill — inference, GPU, vector DB, storage — into one real monthly number.
Browse by category
LLM APIs
Input vs output token rates, cache-read shadow pricing, context windows.
Vector DatabasesVector Databases
$/GB storage, per-million-dimension pricing, read/write QPS.
Inference PlatformsInference Platforms
Serverless token rates and dedicated-endpoint economics.
GPU CloudsGPU Clouds
H100/A100 hourly rates — the denominator of every self-hosting decision.
Agent ToolingAgent Tooling
Orchestration platforms and the token overhead agents really add.
LLM ObservabilityLLM Observability
Tracing and eval platforms — the meter on the meter.
Ledger Pro
See the full picture behind every price
- Full pricing history, not a rolling window
- Procurement-ready exports (CSV / JSON)
- Executive reporting, ready to forward
- Advanced multi-vendor comparisons
- Full API access to the Public Ledger