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Your AI Benchmark Report

Sample

Diversified Industrials | $5B–$25B Revenue | F500

AI Pulse — H1 202534 respondents

Spend Percentile

72th

2026 Spend Trend

Increase 20–50%

Top Tech Category

Foundation Models

Heat Index Leader

Agent orchestration & oversight

AI Spend vs Peers

Total AI investment compared to your peer group

Total Spend Comparison

Spend Breakdown

AI Core Categories

Maturity scores across established AI technology domains

Foundation Models

Top vendor: Anthropic (Claude)

84vs 65↑

Data Foundation

Top vendor: Databricks

76vs 68↑

AI Compute

Top vendor: AWS

72vs 62↑

AI Software Engineering

Top vendor: GitHub Copilot

78vs 55↑

AI Governance & Risk

Top vendor: OneTrust

45vs 35↑

2026 Spend Trends

Expected year-over-year change by category

Emerging Tech Heat Index

Stack-ranked by adoption momentum — highest score = 100

1Agent orchestration & oversight
In pilot100
2RAG systems
In Use / Production97
3AI software engineering
In Use / Production93
4AI monitoring / observability
In Use / Production89
5Knowledge management (AI-enhanced)
In pilot86
6GRC / AI governance
In pilot84
7Fine-tuning
In pilot77
8Small Language Models (SLMs)
Near-term74
9Voice AI / Conversational AI
Near-term70
10Open-source AI agents
Near-term68
11Synthetic data
Long-term63
12Digital twins
Long-term55
13Physical AI & robotics
Long-term51
14Federated learning
Not planned43
15Quantum ML
Not planned25

Score combines adoption rate (in use + pilot), near-term plan intent, and peer momentum. Top technology normalized to 100.

Investment Priorities

Use case vote share across your peer group — your picks highlighted

Your picksPeer group

Vendor Excitement & Challenges

Most exciting vendors and biggest challenges across your peer group

Most Exciting Vendors

Your picksPeer group

Biggest Challenges

Vendor Spotlight

Peer-sourced performance profiles for your top vendors

Anthropic (Claude)

Foundation Models

45%

Adoption

15%

Spend Share

84

Satisfaction

6%

Switching

↑ Trending UpPrimary

Use cases

Safety-critical docsCode generationLong-context analysis

Alternatives

OpenAIGoogle (Gemini)

OpenAI

Foundation Models

78%

Adoption

7%

Spend Share

76

Satisfaction

15%

Switching

→ FlatSecondary

Use cases

General copilotChat & supportContent generation

Alternatives

AnthropicGoogle (Gemini)

Databricks

Data Foundation

52%

Adoption

15%

Spend Share

76

Satisfaction

8%

Switching

↑ Trending UpPrimary

Use cases

Lakehouse analyticsML feature storesData pipelines

Alternatives

SnowflakeAWS Glue

GitHub Copilot Enterprise

AI Software Engineering

62%

Adoption

9%

Spend Share

78

Satisfaction

12%

Switching

↑ Trending UpPrimary

Use cases

Code generationCode reviewTest automation

Alternatives

CursorClaude Code

AWS

AI Compute

72%

Adoption

14%

Spend Share

72

Satisfaction

18%

Switching

↑ Trending UpPrimary

Use cases

Cloud inferenceModel trainingData processing

Alternatives

AzureCoreWeave

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