300 automated benchmark tests. Human vs Agent results. Real cost, speed, and quality, verified.
Low-code data integration
Finally, a Master Data Management platform that anyone can use. OpenAI integration lets any business user master data without technical expertise - just type a plain language prompt, hit enter and it's done.
Averaged across 300 automated tests comparing Humans vs CluedIn Agents.
170x faster
100x cheaper
98% accuracy
10M+ rows scaled
Method
Tasks included deduplication, validation, enrichment, anomaly detection. Each run recorded Skill, Model, Rows/Columns, Time, Cost, and Quality.
Controls
Human benchmarks used standard steward procedures. Agents ran with governed settings and identical datasets.
Models
OpenAI GPT‑4.1 family with deep-thought and parallelization enabled; pricing per token sourced from official schedules.
Human vs Agent
100 tests for the Find Duplicates skill. Agents delivered ~127–133× faster and ~102× cheaper runs vs. human workflows.
Median time per job
133x faster
Agent 27.36s
Human 3,627.36s
Mean time per job
127x faster
Agent 28.59s
Human 3,628.59s
Mean cost per job
102x cheaper
Agent $0.53
Human $54.26
Methodology (1 min read) Automated benchmarks compared CluedIn Agents with standard human stewarding on identical datasets. For each run we recorded time, cost, rows/columns, model, and skill configuration. Improvement factors are calculated as Human ÷ Agent.
Quality note Quality fields in this sheet use different scales for human vs. agent. For a public-facing accuracy chart, we recommend normalizing accuracy per test (e.g., 1 − |Actual − Expected| / Expected) and then averaging Agent vs Human.
We have quantifiable evidence that data can manage itself - faster, cheaper, and safely.
Tim Ward, Chief Executive Officer
What the data shows
100 tests for the Find Duplicates skill. Agents delivered ~127–133× faster and ~102× cheaper runs vs. human workflows.
Speed at scale
Average 170× faster than human processes; multi-million row jobs complete in minutes, not days.
Quality & precision
Agents match or exceed human precision; continuous learning improves results with every approval.
Cost efficiency
Average 100× cheaper per task. Typical run: ~$0.13 vs ~$1,000 for equivalent human effort.
Governed autonomy
Every action is logged, explainable, and reversible - autonomy with enterprise control.
What leaders are saying
Scale without scale
Manual data management can’t keep up with business or AI velocity. CluedIn agents handle millions of records in parallel - continuously improving quality and context.
Data teams spend most of their time cleaning and maintaining data. CluedIn agents automate the grunt work - detect, fix, enrich - so teams focus on strategy.
Free your experts to deliver insight, not maintenance.
Data lives across clouds and apps, breaking consistency and governance. CluedIn agents unify and govern data across all platforms - enforcing global rules locally.
A single, trusted layer across your data landscape.
Inbuilt and high compression for low storage footprint
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Inbuilt and high compression for low storage footprint
Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident sunt in culpa qui officia deserunt mollit anim id est laborum.
Inbuilt and high compression for low storage footprint
Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident sunt in culpa qui officia deserunt mollit anim id est laborum.
