Your AI Never Stops. Your Budget Never Overruns.
ThinkNEO is the control plane that keeps enterprise AI workloads alive during provider incidents and structurally prevents cost overruns at request time. Three fallback tiers, one deterministic hard cap, one audit trail.
- Three tiers of fallback: primary provider, secondary provider, sovereign GPU
- Deterministic hard cap on AI spend, enforced in runtime, not by after-the-fact alerts
- Hash-chained audit record of every request, decision, and fallback event
The Operating Promise
Most AI control tools give you dashboards. ThinkNEO gives you a runtime contract: workloads continue during incidents, and spend cannot exceed the ceiling you set.
- Continuity: commercial provider outages no longer cascade into workflow downtime.
- Predictability: monthly AI cost is a hard ceiling managed in the panel, not a target.
- Accountability: every decision is logged with append-only, hash-chained integrity.
Three-Tier Fallback
Every request passes through a deterministic tier selection. When a tier fails or a policy triggers, the next tier activates transparently. Application code never changes.
- Policy-driven model selection per request
- Health and latency signals continuously evaluated
- Used as long as the provider is healthy and within budget
- Activates automatically on provider error, timeout, or rate limit
- Can also activate by policy for cost reasons
- Response shape is normalized so application contracts stay stable
- Activates automatically when commercial tiers are unavailable
- Also used when policy requires sovereign execution for data residency
- Keeps critical workflows alive through global provider incidents
Every request flows through the same decision path. Tiers are selected deterministically based on health, latency, cost, and policy. Fallback is transparent to application code.
Deterministic Hard Cap
Budget is not a metric. It is a contract. You set a hard ceiling in the panel and ThinkNEO enforces it at request time. Overruns are structurally impossible.
The default action at the ceiling is configurable per workspace. The guarantee is simple: no request that would breach the ceiling is ever billed at the unbounded rate.
Dashboards Alert. ThinkNEO Enforces.
Observability tools tell you what already happened. ThinkNEO changes what happens next. The difference shows up at month-end and during incidents.
- Alert-only tools notify you after the overrun. Enforcement tools prevent the overrun from being billed.
- Alert-only tools surface provider outages. Fallback architectures continue serving requests through them.
- Alert-only tools produce reports. Control planes produce hash-chained audit evidence admissible to internal audit and regulators.
Audit Evidence Is Not An After-Thought
Every request, routing decision, guardrail action, and hard cap event is written to an append-only audit log. Update and delete are blocked at the database level. Each event is hash-linked to the previous one.
- Append-only at the database layer through immutability triggers
- Hash chain links each event to the previous one, making tampering detectable
- Preserved indefinitely with no silent expiration of historical records
- Admissible evidence for internal audit, external audit, and regulatory review
Related Material
Keep exploring the architectural and operating model that makes these guarantees possible.
Operate AI Without Surprises
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