AIForge Works
AIForge Works
Nine providers. One decision surface.
Bring us a GPU decision

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.

Define compute, memory, accelerator, region, purchase model, and optimization goals. Cloud Advisor turns those requirements into a ranked starting shortlist with the reasoning visible.

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.

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.

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.

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