Chunkless RAG
The QAG Engine · Chunkless RAG for regulated decisions
QGI's reasoning layer. No chunk retrieval — seven decision signals surface conflicts before generation.
Traditional RAG vs. Chunkless RAG
Same question, two architectures — chunk-and-hope vs. reason-over-structure with named signals.
Traditional RAG
- Chunk documents at ingestion — lose cross-rule structure
- Retrieve by cosine similarity — silent gaps and contradictions
- LLM composes a post-hoc rationale after answering
- Non-replayable — same query, different answer tomorrow
Chunkless RAG (QAG)
- Q-Prime encodes the full corpus — polarity, scope, dependencies intact
- Seven decision signals surface conflicts before generation
- Explanation is the decision — same graph, same trace
- Deterministic — replayable bit-for-bit on auditor request
Seven decision signals before generation
Log, threshold, and review each signal independently — no data-science team required.
Relevance
On-topic for this decision?
Conflict
Rules or sources disagree — surfaced for review.
Overlap
Same situation, different wording.
Redundancy
Repeated information in the retrieval set.
Coverage
Missing rules or overlays before generation.
Coherence
Fragments form a consistent narrative?
Topology
Shape of the reasoning graph — auditable.
Composition
Read together
Signals gate generation — proceed when policy matches, or escalate for human review.
What the engine is
Seven decision signals
Log, threshold, and review before generation — not buried in latent space.
Deterministic reasoning
Same input, same trace. No temperature drift on compliance decisions.
Replayable inference
Q-Prime encoding, signal values, and reasoning path stored per decision.
Commercial tiers
Startup through OEM. Contact us for pricing.
Supersedes traditional RAG
Reason over structure, not chunks. Conflicts surface upstream of generation.
Works with QGI Fusion
Use QAG as the reasoning technology inside QGI products and hybrid model workflows.
Integrates with Q-Prime
Structured encoding powers the signals. Other embeddings lose interpretability.
Access
Production access for financial services and insurance through an enterprise engagement.
Evaluated inside enterprise AI Governance frameworks
FS and insurance teams evaluate Chunkless RAG inside AI Governance frameworks — audit-grade trails per decision.
See enterprise evaluation announcements → What is Chunkless RAG?
QGI's QAG category: encode the full corpus with Q-Prime, reason without chunk retrieval, emit seven decision signals before generation. Contradictions are reviewable states, not hallucinations.
What are the seven decision signals?
Relevance, Conflict, Overlap, Redundancy, Coverage, Coherence, Topology — each a scalar you can log and threshold. High Conflict + low Coverage is a gate before generation.
How do I get access?
Request access above with your workflow. We onboard a limited number of evaluation partners monthly.
Does QAG work without Q-Prime?
Yes, but you lose structural guarantees behind the signals. Most teams deploy Q-Prime and QAG together.
Move past chunked retrieval.
Request access for a financial services or insurance deployment.
Request access →