Research & Intelligence Analyst

Reference solution for taking one research question through planning, external source discovery, supporting internal retrieval, evidence synthesis, optional verification and production of a cited research output.

Unit event

Research Request

RESEARCH_REQUEST

One research question taken through planning, external source discovery, supporting internal retrieval, evidence synthesis, optional verification, and production of a research output.

Design variant

Broader external search, larger internal evidence set, stronger model selection, larger synthesis context, explicit verification, longer output.

Scenario inputs

Every value this design resolves, and who owns it. Change an editable value and the figures recalculate. The pricing engine answers, not this page: nothing here multiplies anything, and until it answers the figures beside you are the ones you were already looking at, labelled as such.

What the exposure labels mean
Editable is yours to set, and every one of them is a control below; Fixed by variant belongs to the design and changes by selecting a different variant; Derived follows whatever the upstream activity publishes — never yours to set, and it moves on its own when the value it is bound to moves.

69 fields

Understand & Plan Research8 fields

Fixed by variant
im-interpret-research-model
origin USERexposure via DEFINITION_STRUCTUREIDau-interpret-research-request.implementation_mode_id

Fixed by variant
ctxdex:offering:agent-makers:ctxdex-intelligence-4-pro
origin USERexposure via EXPLICIT_UI_PROJECTIONIDau-interpret-research-request.selection.commercial_offering_id

Fixed by variant
1UNIT
origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-interpret-research-request.occurrence_count

Editable
TOKEN

Input tokens eligible for cached-input treatment.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-interpret-research-request.undefined

Editable
TOKEN

Estimated generated planning tokens.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-interpret-research-request.undefined

Editable
TOKEN

Estimated tokens of supplied research context.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-interpret-research-request.undefined

Editable
TOKEN

Estimated tokens in the research question.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-interpret-research-request.undefined

Editable
TOKEN

Estimated system/policy prompt tokens.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-interpret-research-request.undefined
Discover External Sources10 fields

Fixed by variant
im-discover-web-sources-model
origin USERexposure via DEFINITION_STRUCTUREIDau-discover-web-sources.implementation_mode_id

Fixed by variant
ctxdex:offering:agent-makers:ctxdex-intelligence-4-pro
origin USERexposure via EXPLICIT_UI_PROJECTIONIDau-discover-web-sources.selection.commercial_offering_id

Fixed by variant
1UNIT
origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-discover-web-sources.occurrence_count

Editable
TOKEN

Input tokens eligible for cached-input treatment.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-discover-web-sources.undefined

Editable
TOKEN

Estimated discovery instruction tokens.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-discover-web-sources.undefined

Editable
TOKEN

Estimated tokens of assembled external source context.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-discover-web-sources.undefined

Derived
600TOKEN

Tokens of the research plan read by discovery.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-discover-web-sources.undefined

Editable
TOKEN

Estimated tokens of the issued search queries.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-discover-web-sources.undefined

Editable
TOKEN

Estimated tokens of returned search results read by the model.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-discover-web-sources.undefined

Editable
QUERY

How many Web Search queries this discovery step issues.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-discover-web-sources.undefined
Retrieve Supporting Knowledge23 fields

Fixed by variant
im-prepare-query-deterministic
origin USERexposure via DEFINITION_STRUCTUREIDau-prepare-retrieval-query.implementation_mode_id

Fixed by variant
1UNIT
origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-prepare-retrieval-query.occurrence_count

Editable
TOKEN

Estimated token length of the retrieval query.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-prepare-retrieval-query.undefined

Fixed by variant
im-embed-model
origin USERexposure via DEFINITION_STRUCTUREIDau-embed-query.implementation_mode_id

Fixed by variant
ctxdex:offering:agent-makers:ctxdex-retrieval-3-embed
origin USERexposure via EXPLICIT_UI_PROJECTIONIDau-embed-query.selection.commercial_offering_id

Fixed by variant
1UNIT
origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-embed-query.occurrence_count

Editable
TOKEN

Embedding input tokens eligible for cached treatment.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-embed-query.undefined

Derived
250TOKEN

Tokens submitted to the embedding model.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-embed-query.undefined

Fixed by variant
im-search-local-unpriced
origin USERexposure via DEFINITION_STRUCTUREIDau-search-enterprise-knowledge.implementation_mode_id

Fixed by variant
1UNIT
origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-search-enterprise-knowledge.occurrence_count

Editable
UNIT

Number of candidate documents/chunks returned.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-search-enterprise-knowledge.undefined

Editable
TOKEN

Estimated total tokens across candidate documents/chunks presented to reranking.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-search-enterprise-knowledge.undefined

Fixed by variant
im-rerank-model
origin USERexposure via DEFINITION_STRUCTUREIDau-rerank-candidates.implementation_mode_id

Fixed by variant
ctxdex:offering:agent-makers:ctxdex-retrieval-2-rerank
origin USERexposure via EXPLICIT_UI_PROJECTIONIDau-rerank-candidates.selection.commercial_offering_id

Fixed by variant
1UNIT
origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-rerank-candidates.occurrence_count

Derived
30UNIT

Number of candidate documents/chunks scored for the query.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-rerank-candidates.undefined

Derived
24000TOKEN

Estimated total candidate-document tokens supplied to reranking.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-rerank-candidates.undefined

Editable
UNIT

Number of rerank queries.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-rerank-candidates.undefined

Editable
TOKEN

Output tokens if the selected rerank commercial path meters them; zero in the pilot default.

origin —exposure via EXPLICIT_UI_PROJECTIONINTEGERau-rerank-candidates.undefined

Derived
250TOKEN

Estimated tokens in the rerank query.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-rerank-candidates.undefined

Fixed by variant
im-assemble-context-deterministic
origin USERexposure via DEFINITION_STRUCTUREIDau-assemble-grounded-context.implementation_mode_id

Fixed by variant
1UNIT
origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-assemble-grounded-context.occurrence_count

Editable
TOKEN

Estimated token size of assembled grounded context.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-assemble-grounded-context.undefined
Synthesize Findings9 fields

Fixed by variant
im-synthesize-research-model
origin USERexposure via DEFINITION_STRUCTUREIDau-synthesize-research-findings.implementation_mode_id

Fixed by variant
ctxdex:offering:agent-makers:ctxdex-intelligence-4-pro
origin USERexposure via EXPLICIT_UI_PROJECTIONIDau-synthesize-research-findings.selection.commercial_offering_id

Fixed by variant
1UNIT
origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-synthesize-research-findings.occurrence_count

Editable
TOKEN

Input tokens eligible for cached-input treatment.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-synthesize-research-findings.undefined

Editable
TOKEN

Estimated generated findings tokens.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-synthesize-research-findings.undefined

Derived
2500TOKEN

Tokens of external source context read by synthesis.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-synthesize-research-findings.undefined

Derived
600TOKEN

Tokens of the research plan read by synthesis.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-synthesize-research-findings.undefined

Derived
6000TOKEN

Tokens of internal retrieved context read by synthesis.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-synthesize-research-findings.undefined

Editable
TOKEN

Estimated synthesis instruction tokens.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-synthesize-research-findings.undefined
Verify Findings9 fields

Fixed by variant
im-verify-research-model
origin USERexposure via DEFINITION_STRUCTUREIDau-verify-research-findings.implementation_mode_id

Fixed by variant
ctxdex:offering:agent-makers:ctxdex-intelligence-4-pro
origin USERexposure via EXPLICIT_UI_PROJECTIONIDau-verify-research-findings.selection.commercial_offering_id

Fixed by variant
1UNIT
origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-verify-research-findings.occurrence_count

Editable
TOKEN

Input tokens eligible for cached-input treatment.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-verify-research-findings.undefined

Editable
TOKEN

Estimated generated verification tokens.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-verify-research-findings.undefined

Derived
2500TOKEN

Tokens of external source context read by verification.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-verify-research-findings.undefined

Derived
2500TOKEN

Tokens of findings read by verification.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-verify-research-findings.undefined

Derived
6000TOKEN

Tokens of internal retrieved context read by verification.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-verify-research-findings.undefined

Editable
TOKEN

Estimated verification instruction tokens.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-verify-research-findings.undefined
Produce Research Output10 fields

Fixed by variant
im-generate-research-report-model
origin USERexposure via DEFINITION_STRUCTUREIDau-generate-research-report.implementation_mode_id

Fixed by variant
ctxdex:offering:agent-makers:ctxdex-intelligence-4-pro
origin USERexposure via EXPLICIT_UI_PROJECTIONIDau-generate-research-report.selection.commercial_offering_id

Fixed by variant
1UNIT
origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-generate-research-report.occurrence_count

Editable
TOKEN

Input tokens eligible for cached-input treatment.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-generate-research-report.undefined

Editable
TOKEN

Estimated generated report tokens.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-generate-research-report.undefined

Derived
2500TOKEN

Tokens of external source context read by the report.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-generate-research-report.undefined

Editable
TOKEN

Estimated report instruction tokens.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-generate-research-report.undefined

Derived
2500TOKEN

Tokens of findings read by the report.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-generate-research-report.undefined

Derived
6000TOKEN

Tokens of internal retrieved context read by the report.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-generate-research-report.undefined

Derived
1200TOKEN

Tokens of verification notes read by the report; zero when no verification Activity ran.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-generate-research-report.undefined

Cost by operation

Where the direct unit cost comes from. Expand an operation for the activities inside it and how each one resolved.

Complete
Understand & Plan ResearchComplete1 activity, 1 priced0.01244 USD4% of direct total

Interpret the research question and form a research plan.

Interpret Research Request

Priced

Interpret the research question and produce a research plan.

au-interpret-research-requestim-interpret-research-model

A pricing request was made and returned an amount.

0.01244 USD
Discover External SourcesComplete1 activity, 1 priced0.10421 USD35% of direct total

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

Discover Web Sources

Priced

Search the web for candidate sources and assemble their context for synthesis.

au-discover-web-sourcesim-discover-web-sources-model

A pricing request was made and returned an amount.

0.10421 USD
Retrieve Supporting KnowledgeComplete5 activities, 2 priced0.001225 USD0% of direct total

Retrieve, rerank and assemble supporting evidence from enterprise knowledge.

Prepare Retrieval Query

No pricing request

Prepare a concise enterprise-knowledge retrieval query.

au-prepare-retrieval-queryim-prepare-query-deterministic

This activity does not price. No request was made, so there is no amount — not an amount of zero.

No amount

Embed Query

Priced

Generate a vector embedding for the retrieval query.

au-embed-queryim-embed-model

A pricing request was made and returned an amount.

0.000025 USD

Search Enterprise Knowledge

No pricing request

Search enterprise knowledge using the query representation.

au-search-enterprise-knowledgeim-search-local-unpriced

This activity does not price. No request was made, so there is no amount — not an amount of zero.

No amount

Rerank Candidates

Priced

Rerank retrieved candidates for relevance to the support query.

au-rerank-candidatesim-rerank-model

A pricing request was made and returned an amount.

0.0012 USD

Assemble Grounded Context

No pricing request

Assemble selected evidence into a bounded context for final response generation.

au-assemble-grounded-contextim-assemble-context-deterministic

This activity does not price. No request was made, so there is no amount — not an amount of zero.

No amount
Synthesize FindingsComplete1 activity, 1 priced0.05673 USD19% of direct total

Synthesize findings from external and internal evidence.

Synthesize Research Findings

Priced

Synthesize findings from external and internal evidence.

au-synthesize-research-findingsim-synthesize-research-model

A pricing request was made and returned an amount.

0.05673 USD
Verify FindingsComplete1 activity, 1 priced0.04542 USD15% of direct total

Check the findings against the evidence behind them.

Verify Research Findings

Priced

Check the findings against the external and internal evidence they were drawn from.

au-verify-research-findingsim-verify-research-model

A pricing request was made and returned an amount.

0.04542 USD
Produce Research OutputComplete1 activity, 1 priced0.07729 USD26% of direct total

Write the cited research report.

Generate Research Report

Priced

Write the cited research report from the findings and the evidence behind them.

au-generate-research-reportim-generate-research-report-model

A pricing request was made and returned an amount.

0.07729 USD

Direct unit total

0.297315 USD

Bars show each operation’s share of the stated direct unit total. An operation with no priced activity shows no amount, which is not an amount of zero.

Assumptions, issues and reproducibility

Activity states not exercised by this configuration

InactiveUnpricedZero priced

The read model reports these so their absence reads as absence rather than as coverage.

Issues

The runtime reported none for this configuration.

Technical detail and reproducibility

Result source
REFERENCE_PREFETCH
Scenario configuration
scenario:research-intelligence:deep:audited-2026-09-20
Pricing effective at
2026-09-20T00:00:00Z
Definition fingerprint
eaebacc0d44b55f1ae2589b83bee7dbef0b5dd0bf215bad280413efe26a4660c
Catalogue fingerprint
fb4a33fb254bba125309001aadb10f470d9bf9f219404324ba86b2ad91c206f1
Pricing engine version
0.7.0
Pricing orchestration contract version
v4
Pricing rule registry version
daf63fc55107b886370c9744e36b7276da8f235e6e5f8eb56a1d2214151568f5
Scenario contract version
v1
Variant definition fingerprint
eaebacc0d44b55f1ae2589b83bee7dbef0b5dd0bf215bad280413efe26a4660c