Use cases

AI Platform Selection

Don't overpay for AI infrastructure. Benchmark OpenAI, Anthropic, Google, AWS AI, and Azure AI pricing before you commit.

AI Pricing Is the Wild West, and Vendors Know It

Enterprise AI contracts are among the most opaque in technology. Published token prices are irrelevant, enterprise agreements involve volume tiers, reserved capacity, fine-tuning fees, API rate limits, and enterprise support layers that bears no resemblance to the developer pricing page. Vendors negotiate individually and never publish what they charge enterprise accounts.

What AI Buyers Face
What Benchmarking Provides

AI Platform Coverage

Every Major Enterprise AI Provider, Benchmarked

Our dataset covers all enterprise AI platforms with meaningful Fortune 500 deployment. Pricing data updated as new contracts are submitted.

PlatformKey ProductsEnterprise TierTypical Discount vs. ListCoverage
OpenAIGPT-4o, o1, o3, GPT-4 TurboEnterprise API + ChatGPT Enterprise18 to 38%Full
AnthropicClaude Opus 4, Sonnet, HaikuEnterprise API + Claude for Enterprise15 to 35%Full
Google (Vertex AI)Gemini Ultra, Pro, Gemini 1.5Vertex AI Enterprise + Workspace AI20 to 45%Full
AWS BedrockTitan, Claude on Bedrock, Llama on BedrockEnterprise Discount Program + EDPVaries with EDPFull
Azure OpenAI ServiceGPT-4o, o1, DALL-E 3Enterprise Agreement + PTUBundled with EAFull
DatabricksDBRX, Mosaic AI, Foundation Model APIsEnterprise Platform22 to 40%Full
CohereCommand R+, Embed, RerankEnterprise API20 to 42%Partial
Mistral AIMistral Large, Medium, MixtralEnterprise API + on-prem25 to 50%Partial

Process

How AI Platform Benchmarking Works

From your first inquiry to a signed contract with market pricing, our process is built for enterprise speed and legal protection.

01

Share Your Proposal Under NDA

Upload your vendor's proposed pricing or submit the proposal link. All submissions are protected by mutual NDA executed within 4 hours.

02

We Match Your Usage Profile

Our analysts match your token volumes, use case type, industry, and deal structure to comparable enterprise contracts in our dataset.

03

48-Hour Intelligence Report

You receive a benchmark report with anonymized peer pricing, your relative position, typical discount range, and negotiation talking points.

04

Negotiate from a Position of Knowledge

Walk into your vendor meeting knowing exactly what you should pay. Our clients consistently open negotiations 15 to 30 points below what vendors initially propose.

"We were about to sign a $4.2M three-year Azure OpenAI commitment. ISVCOSELL showed us comparable organizations were paying 28% less. We pushed back, vendor blinked, and we saved $1.1M over the contract term. The benchmark report was the single most valuable thing we brought into that negotiation."

VP of Engineering, Global Insurance Carrier (Fortune 500)

Benchmark Your AI Platform Proposal Now

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Decision Framework

Key Factors in Enterprise AI Platform Selection

Pricing is one dimension. Our benchmark reports also surface contractual and operational factors that vary significantly across vendors and affect total cost of ownership.

Commercial Factors We Benchmark
Contractual Terms We Flag

Explore Further

Related reading

All Use Cases

Pricing data and source text from the VendorBenchmark library. Co-sell reading is this site’s.