Locate the defect.
CRE identifies the unsupported, incoherent, or improperly bounded element.
The Coherence Reliability Engine
AI will answer any question.Even when it shouldn’t.
Coherence identifies, contains, and repairs unreliable AI output.
Its proprietary reliability architecture sits between AI generation and user reliance. When controlled repair is possible, Coherence preserves the original candidate and shows the reliability-enhanced replacement side by side. When outside input is still required, the limitation remains explicit.
Works across models, tools, search, documents, and enterprise workflows.
CoreDeterministic control
RepairIndependent re-adjudication
RecordReplayable decision path
IntegrationHot-swappable architecture
The reliability boundary
CRE is the central control layer.
Models, tools, documents, and workflows contribute intelligent candidate material. CRE controls the path from candidate generation to reliability-enhanced output.
Inputs
Models · Tools · Enterprise Workflows
Fluent generation, search, documents, specialist tools, and human input remain candidate material.
Coherence Reliability Engine
Deterministic control at the reliance boundary
CRE identifies what cannot safely survive, contains unresolved candidates, and controls repair and final-gate behavior.
Outcomes
Release · Repair · Bounded Continuation
A sound candidate may pass unchanged. A repairable defect is constrained and checked again. Missing outside input remains explicit.
The product proof
This answer sounded ready. It wasn’t.
The original response turned a complex legal development into a universal conclusion. It was not ready for the client, presentation, report, research paper, or decision memo.
CRE contained the overclaim, defined what had to change, and required the replacement to be checked again before release.
Original AI candidate
CRE contained and repaired
CRE-repaired response
Keep it outside release.
The unreliable candidate remains reviewable but cannot quietly become the reliability-enhanced answer.
Generate inside constraints.
A replacement is generated inside CRE-defined constraints and checked again.
Reliability failures CRE governs
The mistake rarely announces itself.
A response can be mostly useful and still contain one polished defect that changes the decision. CRE is built for the failures hiding beneath confident language.
Hallucination
The gap gets filled with fiction.
A made-up fact or detail can feel real because everything around it sounds sensible.
Unsupported source
Precision impersonates proof.
A polished citation may point nowhere or fail to support the claim beside it.
Category collapse
Facts and guesses blur together.
Known facts, probabilities, opinions, and forecasts can arrive with equal confidence.
Borrowed authority
Credibility arrives unearned.
A suggestion can sound like policy, or a weak source can inherit an expert tone.
Hidden uncertainty
The caveats disappear.
Incomplete evidence is compressed into one clean narrative that looks safer than it is.
Answer drift
The response changes the question.
A shaky assumption survives, the scope expands, or a conditional request becomes a conclusion.
Enterprise architecture credibility
Serious control without exposing the recipe.
CRE is implemented as a separated deterministic engine boundary around probabilistic generation. The public architecture explains responsibility, integration, and operational evidence without publishing proprietary adjudication mechanics.
RuntimeCompiled Rust trust domain
ContractsTyped runtime interfaces
ControlDeterministic state transitions
RepairIndependent final recheck
AuditReplayable evidence boundaries
IntegrationProvider-agnostic design
Flagship implementation
CRE for intelligent workflows. Coherence for the complete experience.
Coherence is the consumer and professional AI workspace designed around CRE. Leading models, advanced search, documents, and specialist tools contribute candidate material; CRE retains control over admissibility and release.
Keep confident language from becoming an accidental commitment.
Use Coherence for proposals, decision memos, reports, plans, and executive synthesis where scope and authority matter.
Keep discovery, citation, and support from collapsing together.
Use advanced information sources as candidate evidence while CRE preserves the distinction between retrieval and support.
Use premium AI without treating every answer like a take-home exam.
Plan, compare, write, and investigate with a visible reliability path behind the response.
Founder Preview
Coherence is the current flagship product implementation. Enterprise and standalone API packaging are designed for future release. Invaris AI has filed two U.S. provisional patent applications covering aspects of the CRE architecture.
Keep what makes AI extraordinary.Control what becomes your work.
Coherence brings intelligent generation and the Coherence Reliability Engine into one complete workspace.