ctxdexSynthetic model data for learning
Research & Intelligence

Research & Intelligence Analyst

Researches internal and external sources, synthesizes evidence and produces grounded research outputs.

Represents a research workflow combining planning, Web Search, enterprise retrieval, evidence synthesis, verification and report generation. Fast and Deep designs expose additional research and reasoning work as explicit architecture choices.

ResearchWeb SearchRetrievalReasoning
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Design variants

The same solution, implemented 2 ways. Choosing one changes the workflow and dependencies described below; it does not calculate anything.

How it works

6 operations and 10 activities, in the order they run. Expand an operation to see its activities.

  1. Interpret the research question and form a research plan.

  2. Find external sources through the Web Search Service and assemble their context.

  3. Retrieve, rerank and assemble supporting evidence from enterprise knowledge.

  4. Synthesize findings from external and internal evidence.

  5. Check the findings against the evidence behind them.

  6. Write the cited research report.

What this solution uses

For Fast Research. An activity that calls a model and a service appears in both groups.

AI / model work7

  • Model Research PlanningInterpret Research RequestDefault: Ctxdex Intelligence 4 Fast
  • Model Discovery with Web SearchDiscover Web SourcesDefault: Ctxdex Intelligence 4 Fast
  • Embedding ModelEmbed QueryDefault: Ctxdex Retrieval 3 Embed
  • Reranking ModelRerank CandidatesDefault: Ctxdex Retrieval 2 Rerank
  • Model SynthesisSynthesize Research FindingsDefault: Ctxdex Intelligence 4 Fast
  • Model VerificationVerify Research Findings
  • Model Report GenerationGenerate Research ReportDefault: Ctxdex Intelligence 4 Fast

Services1

  • Web SearchDiscover Web SourcesDefault: Ctxdex Intelligence 4 Fast

Application / workflow work3

  • Deterministic Query PreparationPrepare Retrieval Query
  • Local Enterprise SearchSearch Enterprise Knowledge
  • Deterministic Context AssemblyAssemble Grounded Context

Design details

Business unit
Research Request
Design variants
2
Operations
6
Activities
10
Model-backed activities
7
Priced service dependencies
1
Application / workflow activities
3

Explore Scenario Economics

Scenario Economics calculates this solution. There you can choose a compatible model or offering for each activity, set workload assumptions and volume, and change the other inputs Fast Research supports.

Open Scenario Economics →