AI orchestration for mid-market technology teams
ToggleLogic Intelligence evaluates which approved AI resource should handle a workload—and records why—before anything runs. It applies verified capability tiers, modeled cost, provider eligibility, execution-surface requirements, and deployment policy to the candidates your organization configures.
Operated Proof
Motherboard and Click IT operate ToggleLogic inside SAM against real organizational workloads. Intelligence currently runs in shadow mode: it evaluates each eligible workload, records its recommendation and rationale, and leaves SAM's selected route unchanged. That gives us continuous operational evidence while preserving controlled promotion.
SAM is our internal production environment and ToggleLogic reference deployment—not a staged demo or a customer claim.
A licensee evaluates an agreed ToggleLogic interface with its own applications, runtime, approved providers, and infrastructure. Adopting SAM is not required.
The Problem
Organizations moving beyond personal copilots rarely have one model, one provider, or one execution environment. They have approved vendors, internal applications, budget controls, execution requirements, and workloads that change over time—often without a dedicated ML-platform team.
ToggleLogic Intelligence evaluates the policy inputs and candidate evidence implemented for that deployment. It can first run in shadow mode, compare recommendations with existing behavior, and earn promotion only after your organization accepts the evidence.
"The model is a resource. The governed decision about where work runs is the enterprise control point."
— ToggleLogic operating principleBuilt For The Enterprise AI Estate
ToggleLogic does not sell marked-up tokens or require an organization to surrender model choice to a third-party gateway. Intelligence is designed to operate with the organization's approved routes, deployment policy, and evidence—so the enterprise retains control of providers, infrastructure, and economics.
A deployment supplies its configured candidate set. Intelligence considers only candidates that meet the implemented eligibility and evidence requirements.
Private infrastructure becomes eligible only when the host runtime can reach it and the deployment supplies the required policy and capability evidence.
ToggleLogic does not supply the model endpoint. It evaluates an eligible route configured and operated within the licensee's environment.
Execution-surface policy is implemented today. Automatic data-sensitivity classification and residency-aware routing are not represented as shipped capabilities.
Multi-model operations require a disciplined way to decide where work should run. The orchestration layer is the control point for that decision. ToggleLogic does not compete with cloud, open-weight, or on-device models; it applies deployment-specific policy and evidence to select an approved, capable route.
The Enterprise Product
ToggleLogic Free provides a useful public integration contract and may be embedded commercially by qualifying startups. ToggleLogic Intelligence remains a separate proprietary product for benchmark-driven selection, evaluation, promotion, operation, and support.
ToggleLogic Free exposes the configured-routing mechanism, audit structure, compatibility seam, and release discipline. Qualifying startups may build it into a commercial product without advance contact while below the published funding and revenue thresholds.
The licensed evaluator classifies capability requirements and selects among eligible configured candidates using modeled cost, provider availability, execution-surface requirements, owner pins, and deployment policy.
Shadow mode, compatibility gates, structured audit records, explicit escalation, and controlled promotion allow Intelligence to be evaluated without immediately changing production routing.
SAM is Motherboard and Click IT's operated reference environment. It proves the Free/private seam and live shadow evaluation while remaining separate from the product a corporation licenses.
Enterprise Evaluation
An Intelligence evaluation begins with the organization's approved AI estate and representative workloads. It produces evidence without changing production behavior until designated owners authorize promotion.
The Enterprise Control Point
ToggleLogic Intelligence sits between enterprise workloads and the AI resources already approved to serve them. It turns policy and deployment evidence into a pre-execution decision without becoming the organization's token vendor.
Free records observable usage and cost when the required data is available. Licensed Intelligence can include modeled cost in a deployment-specific routing decision.
Classify the workload requirement and consider candidates that meet the corresponding evidence threshold.
Require an eligible local-execution surface when the deployment policy and connected runtime call for it.
Exclude candidates that are unavailable, unconfigured, quarantined, or outside the deployment's approved set.
Record the candidates, constraints, evidence, outcome, and exception path needed for operational and governance review.
Compare proposed decisions with production behavior, define acceptance criteria, and promote only after authorized review.
Define route health, safe fallbacks, monitoring, and rollback procedures before Intelligence is allowed to affect production.
Operating Model
Identify approved providers, private endpoints, on-premises systems, local runtimes, workload classes, and the evidence available for each candidate.
Licensed Intelligence can evaluate eligible configured candidates using capability-tier evidence, modeled cost, provider availability, execution-surface requirements, owner pins, and deployment policy.
Run representative workloads without changing production routing. Compare recommendations, exceptions, cost evidence, quality signals, and fallback behavior against agreed acceptance criteria.
Allow only accepted policies and routes to affect production. Continue monitoring decision evidence, route health, drift, exceptions, and rollback readiness.
From the Field
Human review matters, but it should not be the only control. Policy, source validation, constrained actions, and audit evidence can make that review more focused.
Intellectual Property
ToggleLogic includes proprietary and patent-pending work. Exact filed scope remains controlled by official records and counsel review; this website does not define patent coverage. Product capabilities remain deployment-specific and subject to verification.
Adoption and Licensing
Startups can ship ToggleLogic Free commercially below objective funding and revenue thresholds. Intelligence, the Toggle Registry, and proprietary benchmark-driven selection remain separate and commercially licensed.
Embed ToggleLogic Free in a bona fide commercial product while your consolidated startup group remains below $1 million in outside funding and $1 million in trailing-12-month gross revenue.
Evaluate separately licensed Intelligence in shadow mode using representative workloads and the AI resources your organization approves.
License the proprietary decision layer for an internal, embedded, managed, or vertical deployment. Branding, distribution, support, and scope are defined by written agreement.
No projected sales · No advance contact · Intelligence remains separate
Get Started
Build commercially with ToggleLogic Free under the published startup terms. Contact Motherboard after a threshold event—or earlier for an Intelligence evaluation, architecture discussion, support, commercial terms, or partnership.
Early contact is optional · Intelligence is separately licensed · Controlling terms are published