Ground-Truth Answers Hybrid semantic-&-symbolic search guarantees citable facts, not confident fiction.
Instant Knowledge Fusion Mesh proprietary, public, and streaming feeds into a single context window.
Cost-Optimized Context Dynamic chunk sizing + adaptive compression slash token spend up to 70%.

End-to-End Methodology

01 Corpus Audit

Catalog docs, DBs, and APIs; score freshness & authority.

02 Ingestion & Chunking

Recursive split with metadata tags, adaptive to doc type.

03 Retrieval Orchestration

Rank by semantic similarity, recency, and business salience.

04 Prompt Engineering

Auto-generated context wrappers, guardrails, and citation templates.

05 Generation & Citation

Stream answers with inline references; fallback to search if confidence < τ.

06 Feedback Loop

Capture user votes + telemetry, fine-tune retriever & reranker weekly/monthly.

Key Capabilities

Document Formats

PDF, HTML, Markdown, office suites, CAD, DICOM

Citations

MLA, APA, or JSON-L hyper-linked footnotes

Safety Filters

PII redaction, policy gating, jailbreak detection

Eval Suite

BLEU, ROUGE-L, Answer Consistency, Source Recall, Cost/Answer

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