About Forgebench

AI Should Move Fast.Organizations Should Still
Know Where It's Going.

DEVELOPER KEY

webhook-relay-staging

# fk_test_03L1M6X4... Google

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cdn-origin-prod

# pk_dev_05C3D8Z... Cohere

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data-pipeline-test

# fk_prod_07G5H0... Mistral AI

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ml-inference-dev

# pk_live_09K7L2D... Anthropic

AI AGENT

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AI AGENT

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search-index-prod

# sk_prod_19KDN5... Meta AI

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mobile-payments-staging

# sk_live_06E4F9A7... Perplexity

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web-checkout-prod

# fk_live_dev_0IJ8M... OpenAI

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api-gateway-prod

# gk_live_87Q1... Groq

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webhook-relay-staging

# fk_test_03L1M6X4... Google

DEVELOPER KEY

cdn-origin-prod

# pk_dev_05C3D8Z... Cohere

DEVELOPER KEY

data-pipeline-test

# fk_prod_07G5H0... Mistral AI

DEVELOPER KEY

ml-inference-dev

# pk_live_09K7L2D... Anthropic

AI AGENT

Shipping - tracker 1.8

#Anthropic_4f8kqw92a1b gemini-pro

AI AGENT

Check-out - assist 2.1

#OpenAI_87sgadf513f gpt-4o

AI AGENT

Search - ranker 2.0

#Mistral_n9gy17lzk6d command-r+

AI AGENT

Returns - handler 3.0

#Anthropic_xlcw86tnq2i claude-3

AI Is Moving From Experimentation Into Production And
Spreading Across Models, Agents, Applications, And Teams.
That Creates A New Challenge:

Visibility & Control.

So We Built Forgebench.

Origin

We Were Building With AI.
We Knew Governance Had To
Scale With It.

Forgebench was born inside SeedlingLabs, while we were
building AI-native products ourselves.

We saw how quickly AI adoption could grow. We also saw how hard it became to
understand what was happening across it and how something that starts small can
quickly become a mammoth problem to solve.

The more AI you build

The more you need to see

The more you can control

That became the foundation for Forgebench.

What We Believe

Visibility Before Optimization
Control While You Scale.

Forgebench gives organizations visibility into AI activity
and spend, attribution across users and systems, and
the controls to govern AI as adoption grows.

Not To Slow AI Down.
To Help Organizations Move With Confidence.

Next steps

Prove It On Your Own Workload.
Four Weeks, And Every Phase
Exits On Evidence.

A fixed four-week pilot in your own environment — 10 to 25 developers,
and the two or three agents already running in production.

You don't commit to a platform to run it.

The Problem Was Real.
So We Built For It.