PathLAB Studio · Local-first intelligent automations
Put AI to work.
On your terms.
Build AI workflows you can put into operation and stand behind. PathLAB Studio connects compiled runtimes, tamper-evident Pathproof records and controlled experiments in one local-first workbench.
Free includes the open-source runtime, Pathproof and limited PathLAB access.
Control =
- Flight PlansCompile-time budget envelopes
- Sealed ToolsStrict runtime allowances
- Human GatesApproval before irreversible effects
- PathproofCryptographic ledger receipts
Define the path. Record the run. Improve with evidence.
For builders responsible for the result
A good answer is only part of the job.
When an AI workflow sends a quote, spends money or changes a business record, you need to know how it reached that action. Pathsum connects the rules you defined to the execution you can inspect, so you can decide what is ready to run and what needs more work.
- Before the actionKnow what's allowed.
- After the runKnow what happened.
- Before the next versionKnow why it's better.

Confidence takes shape
Define the path. Keep the evidence.
The runtime carries your declared controls into execution. Pathproof records what happens along the way. PathLAB Studio connects both to the work of writing, running, reviewing and improving a workflow.
01 / Write
Compile your controls before execution.
Define the workflow's actions, routes, tools, checks and budgets in a Flight Plan. Pathsum compiles those choices into the runtime, making the declared boundaries part of how the workflow executes.
HVAC quote / Flight Plan
WORKFLOW Prepare a customer quote
TOOLS Read catalogue · Draft quote · Send quote
CHECKS Pricing · Required details
GATE Human approval before send
BUDGETS Tokens · Cost · Wall time
Flight Plans put token, cost and time allowances into the compiled workflow.
02 / Run
Keep each action within its declared authority.
Sealed Tools restrict what each step can call while the runtime applies your checks and budgets. Human Gates pause execution before a declared consequential action, so the decision stays with you.
Declared tool access for the quoting workflow
- Parts catalogue
- Read
- Quote authoring
- Draft
- Send quote
- Human approval
Human Gates
It waits for your decision.
Review the proposed quote before it is sent. Your approval or rejection becomes part of the Pathproof record.
Sealed Tools define what a step can use. Human Gates decide when a consequential action may proceed.
03 / Review
Inspect the execution behind the result.
Pathproof records events throughout execution in a tamper-evident ledger. Follow the route, inspect tool results and review checks and human decisions, with cryptographic receipts you can verify independently.
Recorded execution of the quoting workflow
- Workflow
- HVAC quote
- Recorded events
- 19
- Recorded outcome
- Passed
- Run identity
- 01M0J98NQD3P6PX45H0S3D95CN
Each record connects the result to the compiled workflow that governed the run.
04 / Improve
Test changes against the criteria you set.
When a workflow sends a quote, spends money or changes a business record, “usually works” isn’t enough. Define what counts as success, test changes against it and inspect the failures—not just the average.
Choose the parameters, metrics, evaluations and stopping conditions. The ratchet runs candidate comparisons within those bounds and records which version was retained, which changes were rejected and why.
The candidate can fall. The retained version need not.
| Trial | Candidate | Retained | Decision |
|---|---|---|---|
| 041 | 84 | 84 | Keep |
| 042 | 91 | 91 | Keep |
| 043 | 88 | 91 | Reject |
| 044 | 91 | 91 | No change |
| 045 | 94 | 94 | Keep |
The runs and comparisons also become traceable material for evaluation and machine-learning datasets.
Confidence grows from the controls you can put to work.
Control =Pathsum
- Flight PlansCompile-time budget envelopes
- Sealed ToolsStrict runtime allowances
- Human GatesApproval before irreversible effects
- PathproofCryptographic ledger receipts
Confidence is a function of control. Control is the Pathsum of Flight Plans, Sealed Tools, Human Gates and Pathproof along the execution path.
Meet the workbench
Develop the workflow without rebuilding the tools around it.
Move from a Flight Plan to a recorded run, then compare the next version against the same evidence. PathLAB Studio connects authoring, execution, review and experiments so you can work through that process in one place.
See how PathLAB worksFits the work you're already building
Control the next action without replacing your stack.
Call a compiled Pathsum workflow from your existing agent or Python code. Start with an action that needs defined controls and a verifiable record, then extend that approach across the workflow.
Write the workflow
Define the permitted actions and the checks that matter to your task.
Connect your stack
Bring the models, tools and data your workflow needs.
Keep the evidence
Inspect the resulting Pathproof independently of the workbench.
Choose your starting point
Start free and explore the workbench.
The Free plan includes the open-source runtime, Pathproof and limited working PathLAB access. Choose PathLAB Studio for the complete workbench or discuss enterprise licensing for your organisation.
Independent services
Get help building a system for your business.
John works with local and small/medium businesses to identify the right problem, agree on the scope and deliver a verified AI workflow system.
Explore servicesBefore you start.
Who is PathLAB Studio for?
Do I have to replace my existing agent stack?
What comes with the Free plan?
How does improvement work?
Where does the workbench run?
PathLAB Studio
Build with control.
Work with confidence.
Free includes the open-source runtime, Pathproof and limited PathLAB access.

