Typical answer-oriented RAG
- Question
- Retrieve relevant chunks
- LLM answer
RAG AND EVIDENCE-BOUND OPERATIONS
RAG finds relevant answers. Orbivell completes verifiable document work.
Orbivell uses retrieval where it works best—then adds exact source locations, cross-source checks, repeatable numeric and date checks, revision-impact tracking, user approval, editable deliverables, and review history.
Orbivell
- Source version
- Exact source location
- Reconcile and verify
- User approval
- Editable result
- Review history
FAIR COMPARISON
Retrieval remains; the operating controls expand
| Area | Typical RAG | Orbivell |
|---|---|---|
| Primary outcome | Answer linked to source passages | Verified, approved work result and editable file |
| Source detail | Relevant passages and document citations | Document version, page, clause, table, cell, and field locations |
| Structured-data reconciliation | Optional and implementation-dependent | Cross-checks across documents, Excel, CSV, and approved read-only data |
| Repeatable numeric/date checks | Model explanation or separate logic | Reproducible rules recalculate values |
| Conflict handling | The model may synthesize | Conflicting, ambiguous, and unverifiable evidence remains explicit |
| Revision impact | Usually retrieve or generate again | Changed-source impact remains visible in obligations, reports, and slides |
| Execution control | Implementation-dependent | Preview → approval → bounded execution |
| Editable outputs | Answers, summaries, and drafts | Editable PPTX, DOCX, and PDF |
| Source protection | Product-dependent | No source write, move, delete, rename, or overwrite |
| Reviewability | Conversation and citation records may be available | Source and approval records with tamper checks |
RAG implementations vary. Advanced Graph RAG and agentic RAG may include more capabilities; this page compares a typical answer-oriented pattern.
When RAG may be enough
Simple document Q&A, fast summaries, FAQ discovery, and draft ideas.
When Orbivell adds value
Contract expiry and notices, document-to-spreadsheet checks, formal reports, regulation impact, editable external deliverables, and audit evidence.
WORKED EXAMPLE
When does Company A's contract expire, and when is notice due?
- Link the base and amended contract versions
- Pin expiry and notice clauses to source locations
- Calculate dates and business days with fixed rules
- Preserve conflicts and missing sources
- Show affected schedules, reports, and slides
- Request user approval
- Create a new deliverable and review history
FAQ
Technical questions
Does Orbivell use RAG?
Yes. RAG is part of the retrieval layer.
Is every RAG system limited to simple Q&A?
No. Implementations vary; this comparison uses a typical answer-oriented pattern.
Why separate repeatable checks from the AI?
Numbers, dates, permissions, paths, and approvals require reproducible rules.
Does Orbivell upload documents automatically?
No. Local processing is the default; managed AI receives only explicitly approved evidence.
Can it create editable files?
Yes, according to the licensed plan and verified renderer support.