Fix the Truth,
Before the Token.
Your vector database is contaminated. Clarity is the pre-ingestion firewall that resolves conflicting knowledge before it reaches your RAG pipeline.
Works With
Pinecone, Weaviate, Chroma
The Blind Spot
The Realist
You know your policy documents contradict each other. Multiple versions of truth exist across your knowledge base - 2021 policies alongside 2025 updates.
The Optimizer
You think it's the prompt. You don't realize your RAG pipeline retrieved a document that is factually wrong because it was never deprecated.
I can just prompt the LLM to fix it
This is the most expensive statement
SEMANTIC_MISMATCH
TEMPORAL_OVERRIDE_FAIL
You need symbols, and not just probabilities
Conflict resolution isn't a creative writing task
- [01]Temporal precedence is mathematical, not semantic.
- [02]Regulatory hierarchy is a graph, not a vector.
- [03]Audits require determinism, not "temperature: 0.7".
- [04]LLMs see all versions as equally valid. They can't distinguish authoritative truth from deprecated policy.
Neuro-Symbolic
The Missing Link
Semantic Understanding
LLMs are excellent at reading nuance. They understand that "mandatory" and "required" mean the same thing. They provide the flexibility.
Logical Enforcement
Knowledge Graphs are rigid. They understand hierarchy, dates, and provenance. They provide the structure.
We use Neural models to detect the conflict, but Symbolic logic to validate the resolution.
This is why we don't hallucinate while resolving competing versions of truth.
Resolution Interface
All employees must submit expense reports by the 30th of the month.
Due to new accounting software, expense reports are now due by the 15th of the month.
"Newer accounting memo (2024) supersedes older policy (2021) regarding dates."
From Document Chaos to Deterministic Truth
Watch your enterprise knowledge transform through four critical stages
Ingest
PDFs, Word Docs, Confluence, Email, Slack Chat > Unified Intake
Extract
Entity and Relationship Extraction powered by LLMs and Domain Ontologies
Validate
Conflict detection, Version Comparison, truth arbitration
Deploy
Production-ready knowledge graph with audit trail
Not Another RAG Tool
See what sets Clarity apart from traditional vector search approaches
“Vector search finds similar. Clarity finds true.”
Enterprise Knowledge, Finally Reliable
Real World Applications where Clarity transforms enterprise operations
Policy Harmonization
Ingest 500+ SOPs, Detect 47 conflicts. Resolve in mins. Not Months
M&A Due Dilligence
Merge Knowledge bases. Surface contradictions. Create unified truth
Compliance Documentation
Map regulations to policies. Prove coverage. Generate audit reports
System Specifications
Ready to stop debugging your own data?
You Can't Prompt Your Way to a Source of Truth.
Reliability doesn't start from the chat window. It starts from your knowledge foundation.
Your agents contradict themselves because Policy_2021.pdf says '30 days' and Policy_2024.pdf says '14 days.' Your LLM learned both. It's not hallucinating—it's pattern-matching.
Clarity resolves conflicts at the source, creating a single, verified knowledge graph before the first token is generated.
Fix the truth before the token.