State Machines

Test your agent against enterprise APIs that work like the real ones.

State MachinesSep 8, 2026

Test your agent against enterprise APIs that work like the real ones.

State Machines launch preview
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AI agentB2D (developers)Product launch500K-1MExplainerB2BGlobalUS

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State Machines gives AI agent teams a way to develop and test against realistic clones of the enterprise apps their customers actually run on. The platform exposes local, stateful APIs that behave like Salesforce, SAP, Workday, Zendesk, ServiceNow, Jira, Slack, HubSpot, Google Workspace and other production systems, so an agent can create a lead, update an account, close a deal, open a support ticket or post an invoice and have that state persist across requests the same way it would in a customer tenant. The launch matters because agent evaluation has been caught between two poor options, either pointing tests at real production systems with the associated risk and rate limits, or writing thin mocks that never reflect how enterprise software actually behaves. State Machines is positioning itself as the first infrastructure layer built specifically to spin up those enterprise environments on demand, with thousands of isolated instances running in parallel so the same scenario grades identically every time, which is what CI pipelines and scoring harnesses require. For anyone shipping a vertical or workflow agent that touches systems of record, the pitch is concrete. Instead of maintaining your own sandbox tenants across a dozen SaaS vendors, you get one set of stateful APIs to build against, run regressions on, and score agent behavior with before it ever reaches a real customer account.

Comments (13)

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Priya NadkarniSep 9, 2026

Sandbox Salesforce for agents is the kind of picks-and-shovels play I keep pitching at partner meetings. Would love to see the design partner list.

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Anton ReyesSep 9, 2026

This slots perfectly next to what Latenode and Arcade are doing in my book. Enterprise sandbox is the missing layer everyone was hand-waving.

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Tomasz K.Sep 9, 2026

Been trying to duct-tape a fake Jira for our agent evals for 3 weeks. If this actually works I'm shutting down that repo tonight.

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Hendrik L.Sep 9, 2026

Design partners are locked but the second cohort opens soon. Watch the space.

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Kenji WatanabeSep 9, 2026

We built something adjacent at Meta in 2019 for internal tool testing. Never shipped externally because scoping enterprise state is a nightmare, curious how they handle schema drift.

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ada.ethSep 9, 2026

The market for agent evals is way smaller than people think. Every enterprise will just build this in-house once one lab shows it works.

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Meli SoneSep 9, 2026

In-house always underestimates the maintenance cost of mock APIs. Two quarters in they quietly buy the vendor.

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Marta VellingaSep 9, 2026

Tagline rewrite, on the house: Give your agent a stunt double before it touches prod.

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Rafa GiménezSep 9, 2026

So you built a holodeck for agents to bonk their heads in before they bonk our Salesforce. Respect.

D
Devika R.Sep 9, 2026

That launch video has a suspiciously clean impression-to-like ratio. Either the thumbnail is carrying or you have a very loyal Slack group.

C
Carolina BittencourtSep 9, 2026

How are you handling the fact that a fake Workday still needs realistic PII to be useful? Synthetic data lineage question, not a gotcha.

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Yusuf AdeyemiSep 9, 2026

Fifth MLOps eval launch I've seen this month and the first one where the demo didn't include a chatbot ordering pizza. Small mercies.

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the oracleSep 9, 2026

You cannot test intelligence in production without first building a world for it to be wrong in.