Market & competitive intelligence

Run multi source research in parallel, judge contradictions explicitly, retain evidence lineage, and synthesize only the material the decision requires.

Research
Judged joins
Evidence lineage
The challenge

Research at scale fails in a specific way: sources disagree, and a single summarizing pass quietly picks a winner. The reader gets a confident paragraph with no way to see which claim came from where, or what was discarded to make it read cleanly.

The work also fans out badly. Dozens of sources need to be discovered, read, and normalized before anything can be compared and that comparison is the actual product.

Orchestrated solution

Orchestrate runs discovery and extraction as parallel branches, normalizes what comes back into a common shape, then performs a judged join: contradictions between sources are detected and evaluated explicitly rather than averaged away.

Every claim keeps its lineage back to the source that produced it. A reviewer approves the evidence set before synthesis runs, and synthesis is scoped to the decision being made rather than to everything that was found.

Workflow architecture
01

Research Request

A question and its decision context enter the run.
02

Parallel Source Discovery

Multiple discovery branches fan out concurrently.
03

Source Extraction

Agents pull claims, figures, and dates from each source.
04

Evidence Normalization

Findings are reshaped into a comparable structure.
05

Cross-Source Comparison

Claims about the same fact are aligned side by side.
06

Contradiction Detection

Disagreements are flagged rather than silently resolved.
07

Evidence Evaluation

Recency, source quality, and specificity are judged explicitly.
08

Review Gate

An analyst accepts, challenges, or expands the evidence set.
09

Synthesis

Only material the decision requires is written up.
10

Decision Ready Output

A brief in which every claim traces back to its source.
Agents, systems, rules
Agents
Discovery agents
Extraction agents
Comparison agent
Judge agent
Synthesis agent
Systems
External sources and feeds
Internal document repositories
Prior research archive
Rules
Source admissibility
Recency windows
Citation requirements
Escalation on unresolved contradictions
Human intervention points
Review gate
An analyst inspects the evidence set and its contradictions before anything is synthesized.
Contradiction escalation
Disagreements the workflow cannot judge are routed to a person rather than resolved by preference.
Scope confirmation
The analyst confirms what the synthesis is for, so the output answers the decision rather than the search.
Governance & auditability

Provenance is retained per claim, so a brief can be audited down to the sentence: which source, retrieved when, and what competing sources said.

Judged joins are recorded as decisions, not as invisible merges the reasoning that selected one claim over another stays part of the run.

Outcome

A decision-ready brief whose claims are traceable to sources, whose contradictions are visible rather than smoothed over, and whose scope matches the decision at hand.

Run this workflow on your systems.