Cloud compute market intelligence

Start with the decision. Use the tool that answers it.

Plan workload fit. Compare geography. Benchmark public pricing. Pressure-test current or proposed GPU costs. Keep the evidence and assumptions visible.

6,305,742public pricing records indexed

922,150normalized pricing rows

113,007catalog instance rows

9providers tracked

0cloud credentials required

Counts from the verified AIForge Works catalog snapshot dated August 30, 2026.

What AIForge Works is and does

Compare the market. Test the assumptions. Share the result.

AIForge Works helps teams understand the CPU and GPU cloud market before they deploy, renew, source, or negotiate.

What it is: Cloud compute market intelligence for CPU and GPU infrastructure.
Built for: Infrastructure, finance, procurement, and AI platform teams responsible for cloud compute decisions.
What it does: Plan workloads, compare provider geography and public pricing, and pressure-test current or proposed rates and operating assumptions.
Evidence and outcome: Provider-published catalogs and specifications normalized across nine providers. No customer cloud account access. Comparable options, visible assumptions, and cited sources.

Jump to your question

What are you trying to understand?

Which infrastructure options best match the stated workload requirements?Cloud Advisor Which providers or regions deserve consideration?MapIt What comparable public options should we examine?Multi-Cloud Pricing Analyzer Does the current or proposed GPU cost look competitive?GPU Audit

Cloud Advisor

Which infrastructure options best match the stated workload requirements?

Best for: Infrastructure · AI and ML platform
Use it when: Planning a workload and turning technical requirements into a viable starting shortlist.

Specify GPU, compute, memory, region, purchase model, and optimization goals. Cloud Advisor ranks starting points and keeps the reasoning and public-price context next to the recommendation.

Outcome: A requirements-based shortlist with the reasoning visible.

Cloud Advisor interface — Product interface shown for context. Example values and catalog evidence are dated and illustrative.

MapIt

Which providers or regions deserve consideration?

Best for: Infrastructure · Procurement · AI and ML platform
Use it when: Geography, regional footprint, or provider coverage could change the shortlist.

Move from provider-published footprint to normalized market labels, regional comparison, and alternative geography. Send a geographic shortlist into MPA for pricing, or return from MPA to inspect the regions behind a pricing result.

Outcome: A provider-published geographic comparison that can move into MPA and back again.

MapIt interface — Product interface shown for context. Example values and catalog evidence are dated and illustrative.

Multi-Cloud Pricing Analyzer

What comparable public options should we examine?

Best for: FinOps · Procurement · Infrastructure
Use it when: Market price is the starting question for sourcing, budgeting, provider comparison, or renewal preparation.

Compare provider-published GPU pricing across nine providers by GPU, region, and purchase model, including committed-term pricing where providers publish it, currently AWS, Azure, and GCP.

Outcome: A commercial comparison built from normalized, provider-published catalog evidence.

Multi-Cloud Pricing Analyzer interface — Product interface shown for context. Example values and catalog evidence are dated and illustrative.

GPU Audit

Does the current or proposed GPU cost look competitive?

Best for: FinOps · Procurement · Finance · Infrastructure
Use it when: A paid rate, proposed rate, renewal, RFQ, or operating assumption needs public-market context.

Pressure-test the paid rate and operating assumptions against the current AIForge Works public-catalog evidence. For a proposed GPU cost, compare the proposed rate and assumptions against dated, provider-published public-catalog evidence on the same basis. Inputs, evidence date, and limitations remain visible.

Outcome: Market context for current or proposed GPU costs and the assumptions behind them.

GPU AUDIT

Public-market rate review

DATED EVIDENCE

YOUR SCENARIO

Rate + workloadCurrent or proposed rateOperating assumptionsWorkload and purchase basis

DATED PUBLIC CONTEXT

Comparable basisProvider-published price referencesNormalized market contextVisible limitations and next checks

Product interface shown for context. Example values and catalog evidence are dated and illustrative.

Ask Forge · AI assistant

Ask questions about the evidence in front of you.

Ask Forge is the in-product AI assistant. It helps you navigate the active tool, understand visible results, inspect cited sources, and determine the next useful step. Supported current-page context can move into Ask Forge; an entire cross-tool session is not remembered automatically. It does not replace source verification.

Request Preview Access →

Evidence boundary

Know what the public catalog can establish and what the provider must confirm.

What AIForge Works can establish

Comparable provider-published catalog entries
Normalized geography and public-pricing context
Visible assumptions with dated, cited sources

What the provider must verify

Orderability, availability, and capacity for the required dates and geography
Current quote, term, minimum, deposit, reservation, fees, and taxes
Included networking, storage, support, software stack, and service commitments

Have a live decision?

Bring one current or next GPU choice to an analyst.

Bring us a GPU decision →Request Preview Access