Reasoning

Multi-path analysis with self-verification

Turn complex questions about contracts, cases, deals, or portfolios into a defensible answer. Xybern explores multiple lines of reasoning, reconciles conflicts, and surfaces a clear conclusion with sources, lineage, and a consensus signal.

Parallel paths Cross-check & revise Consensus score Full citations Built for Law & Finance

Benchmark highlights

Representative internal evals (self-verify on, paths=4).

Complex QA (Pass@1)

↑ 86.2%

Held-out; exact-match

Counterfactual traps

↓ 8.1%

Lower is better

Source adherence

96.3%

Claims with citations

Consensus strength

4.2/5

Mean agreement

Single-path (direct)

For clear, well-framed questions, a single line of reasoning gives you a fast, focused answer. It’s ideal for day-to-day reviews, quick checks, and follow-ups where the guardrails are already known.

  • Streamlined analysis for straightforward matters
  • Fast turnarounds on contracts, notes, and summaries
  • Still backed by citations and traceable steps
Single path schematic
Multi-path (Xybern)

Xybern generates independent lines of analysis, lets them critique each other, and then reconciles the results. The outcome is a clear recommendation for your matter or scenario, with visible consensus and complete citations.

  • Conflicts and edge cases identified & resolved
  • Consensus score surfaced alongside the answer
  • Full lineage and citations for audit and review
Multi path schematic

Challenge, revise, converge

  • Multiple paths form independently so a single narrative doesn’t dominate too early. Each path builds its own view over your contracts, filings, research, or data.
  • Paths interrogate one another’s assumptions, highlight weak links, and surface places where the evidence doesn’t fully support the claim.
  • A reconciliation step weighs the evidence, resolves conflicts where possible, and outputs both an answer and a consensus score you can share.
4/5
Consensus (example)
32
Docs synthesized
>60%
Review time saved
Self-verification loop

Evaluated datasets & tasks

Representative coverage for reasoning quality, citation faithfulness, and conflict handling across legal and finance workloads.

Complex QA Open-book QA Multi-hop reasoning Counterfactual traps Cited answer faithfulness Long-context synthesis Numeric reasoning Evidence aggregation Contradiction detection Regulatory scenarios Case & deal analysis

Common failure modes addressed

What breaks single-path analysis in high-stakes legal and financial work gets surfaced and corrected in multi-path.

Hidden assumptions

Parallel paths force premises into the open, so contradictions don’t hide behind a single story.

Source cherry-picking

Independent evidence sets reduce selective quoting and keep the answer anchored to what’s actually in the record.

Overconfident outputs

A consensus score reflects agreement across paths, not just how long or polished the answer sounds.

See multi-path reasoning on your documents

Bring a real matter: a contract, case, regulatory question, or portfolio scenario. Watch Xybern explore divergent paths, self-verify, and converge on a cited, consensus-backed answer.

“In high-stakes work, a conclusion is only as strong as the challenge it survives.”