About ToggleLogic

The decision layer for AI you actually run.

ToggleLogic decides what runs where, under whose policy, and leaves a record of why.

See where it runs today →Read the origin story
SAM Mac Minis operating in a working business environment
Operating proof

It ran in production before it was a company.

PublishedToggleLogic Free is available on the ClawHub registry.
Downloads148 downloads as of August 2026.
ProductionRunning on customer-owned hardware and inside the business that built it.
FormationDelaware C corporation forming in September 2026.
01

Access was never the hard part

The questions that matter are operational.

Once a company uses more than one model, getting to the models stops being the problem.

Which model should handle this request?
Should it run on hardware in this building, or leave it?
Who is allowed to change that, and how would anyone know they did?
What proof exists afterward that the right thing happened, at the right cost?

Most AI stacks cannot answer those questions. None of them answer before execution, which is the only moment an answer is worth anything.

ToggleLogic answers all four. It evaluates each request against policy the company sets, selects the model and the execution environment, and writes what it did to a record: the request, the policy that applied, the model chosen, the cost, and the human override if there was one.

02

It started in a business, not a lab

The audit record came first.

ToggleLogic did not begin as a product idea. It began inside an IT services company that has operated on Main Street in Chagrin Falls, Ohio since 2012, at the point where that company started putting AI into its own operations and into the businesses it serves.

The audit record was not a roadmap item. It existed because someone had to answer for the bill, and for where a customer's data went, in a working business, with real customers, every day.

That origin set the constraints that still define the product.

Keep data where it belongs

It has to run on hardware inside the building, because customer data does not leave.

Built for operators

It has to be operable by someone who is not an engineer, because the person responsible is usually not one.

Prove what happened

It has to prove what it did, because a company that serves other companies gets asked.

Where it runs today

Published, downloaded, and doing real work.

ToggleLogic Free is published on the ClawHub registry and has been downloaded 148 times as of August 2026.

The commercial product runs in production on a customer's own hardware at a major domestic forklift distributor, and inside the operations of the company that built it. Both are working businesses doing daily work, not pilots and not staged demonstrations.

The routing itself is no longer the hard part. That algorithm is public, and in August 2026 NVIDIA open sourced its own. The hard part is the policy layer above it, the evidence underneath it, and delivering both to companies that are never going to run a Kubernetes cluster.

That is the company.

Public foundationToggleLogic Free gives builders an inspectable routing boundary.
Customer hardwareThe commercial layer already runs outside the business that created it.
Policy and evidenceThe defensible product is what governs the route and records why.
03

Built for the middle

For companies too exposed to improvise and too practical to build a platform team.

ToggleLogic is built for mid-market companies: large enough that AI decisions carry real cost and real exposure, small enough that there is no platform team to build a governance layer in-house.

That market is not served. The tools built for the largest enterprises assume staff those companies do not have. The tools built for developers assume expertise those companies do not want to hire. ToggleLogic is built to be owned and operated by the business itself.

An independent company, starting clean

Greenfield, with production proof.

ToggleLogic is being formed as a Delaware C corporation in September 2026, separate from the operating business where it was built. The intellectual property will be assigned to the new company by Al Harlow personally, under a written assignment agreement.

The company starts greenfield. No legacy platform to maintain, no acquired codebase to reconcile, no prior obligations. What it does carry is the part that is hard to acquire: a product that has already run in production, and the operational judgment of the business that had to live with it.

Leadership

Founder-led now. Built for where it is going.

Founder and chief executive

Al Harlow

Al Harlow has built five companies since 1984 and is ToggleLogic's first customer. The product ran his own business before it ran anyone else's.

Team formation

Leadership is being assembled now.

That is deliberate. A company being built for where it is going should be staffed for where it is going.

Evaluate ToggleLogic

Start with the AI you already run.

Map your models, execution environments, business policies, and the evidence your organization needs before routing can change.

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