Enterprise Knowledge Assistant

Reference solution for answering an enterprise knowledge question through request interpretation, internal knowledge retrieval, grounded answer generation, and — when selected — verification and revision.

Unit event

Knowledge Work Request

KNOWLEDGE_WORK_REQUEST

One enterprise knowledge question taken through request interpretation, internal knowledge retrieval, grounded answer generation, and—when selected—verification and revision.

Design variant

One retrieval pass and one grounded answer, with no separate verification or revision.

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.

57 fields

Understand Knowledge Request8 fields

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

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

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

Editable
TOKEN

Input tokens eligible for cached-input treatment.

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

Editable
TOKEN

Estimated prior-conversation tokens.

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

Editable
TOKEN

Estimated generated normalization tokens.

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

Editable
TOKEN

Estimated tokens in the employee's question.

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

Editable
TOKEN

Estimated system/policy prompt tokens.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-interpret-knowledge-request.undefined
Discover Relevant Internal Sources12 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
160TOKEN

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
Retrieve & Rank Evidence11 fields

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
10UNIT

Number of candidate documents/chunks scored for the query.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-rerank-candidates.undefined

Derived
8000TOKEN

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
160TOKEN

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 Grounded Answer8 fields

Fixed by variant
im-generate-grounded-knowledge-answer-model
origin USERexposure via DEFINITION_STRUCTUREIDau-generate-grounded-knowledge-answer.implementation_mode_id

Fixed by variant
ctxdex:offering:agent-makers:ctxdex-intelligence-4-fast
origin USERexposure via EXPLICIT_UI_PROJECTIONIDau-generate-grounded-knowledge-answer.selection.commercial_offering_id

Fixed by variant
1UNIT
origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-generate-grounded-knowledge-answer.occurrence_count

Editable
TOKEN

Estimated answering instruction tokens.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-generate-grounded-knowledge-answer.undefined

Editable
TOKEN

Input tokens eligible for cached-input treatment.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-generate-grounded-knowledge-answer.undefined

Editable
TOKEN

Estimated generated answer tokens.

origin USERexposure via EXPLICIT_UI_PROJECTIONINTEGERau-generate-grounded-knowledge-answer.undefined

Derived
200TOKEN

Tokens of the normalized request read by answering.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-generate-grounded-knowledge-answer.undefined

Derived
2400TOKEN

Tokens of grounded context read by answering.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-generate-grounded-knowledge-answer.undefined
Validate Grounding8 fields

Fixed by variant
im-verify-grounded-knowledge-answer-model
origin USERexposure via DEFINITION_STRUCTUREIDau-verify-grounded-knowledge-answer.implementation_mode_id

Fixed by variant
1UNIT
origin DESIGN_DEFAULTexposure via EXPLICIT_UI_PROJECTIONINTEGERau-verify-grounded-knowledge-answer.occurrence_count

Editable
Disabled
origin USERexposure via DEFINITION_STRUCTUREBOOLEANau-verify-grounded-knowledge-answer.enabled

Editable
TOKEN

Input tokens eligible for cached-input treatment.

origin DESIGN_DEFAULTexposure via EXPLICIT_UI_PROJECTIONINTEGERau-verify-grounded-knowledge-answer.undefined

Editable
TOKEN

Estimated generated verification tokens.

origin DESIGN_DEFAULTexposure via EXPLICIT_UI_PROJECTIONINTEGERau-verify-grounded-knowledge-answer.undefined

Derived
700TOKEN

Tokens of the answer read by verification.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-verify-grounded-knowledge-answer.undefined

Derived
2400TOKEN

Tokens of grounded context read by verification.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-verify-grounded-knowledge-answer.undefined

Editable
TOKEN

Estimated verification instruction tokens.

origin DESIGN_DEFAULTexposure via EXPLICIT_UI_PROJECTIONINTEGERau-verify-grounded-knowledge-answer.undefined
Deliver Verified Answer10 fields

Fixed by variant
im-revise-grounded-knowledge-answer-model
origin USERexposure via DEFINITION_STRUCTUREIDau-revise-grounded-knowledge-answer.implementation_mode_id

Fixed by variant
1UNIT
origin DESIGN_DEFAULTexposure via EXPLICIT_UI_PROJECTIONINTEGERau-revise-grounded-knowledge-answer.occurrence_count

Editable
Disabled
origin USERexposure via DEFINITION_STRUCTUREBOOLEANau-revise-grounded-knowledge-answer.enabled

Editable
TOKEN

Input tokens eligible for cached-input treatment.

origin DESIGN_DEFAULTexposure via EXPLICIT_UI_PROJECTIONINTEGERau-revise-grounded-knowledge-answer.undefined

Editable
TOKEN

Estimated generated revised-answer tokens.

origin DESIGN_DEFAULTexposure via EXPLICIT_UI_PROJECTIONINTEGERau-revise-grounded-knowledge-answer.undefined

Derived
700TOKEN

Tokens of the answer read by revision.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-revise-grounded-knowledge-answer.undefined

Derived
200TOKEN

Tokens of the normalized request read by revision.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-revise-grounded-knowledge-answer.undefined

Derived
2400TOKEN

Tokens of grounded context read by revision.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-revise-grounded-knowledge-answer.undefined

Editable
TOKEN

Estimated revision instruction tokens.

origin DESIGN_DEFAULTexposure via EXPLICIT_UI_PROJECTIONINTEGERau-revise-grounded-knowledge-answer.undefined

Derived
700TOKEN

Tokens of verification notes read by revision.

origin BOUND_OUTPUTexposure via RESOLVER_PROVENANCEINTEGERau-revise-grounded-knowledge-answer.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 Knowledge RequestComplete1 activity, 1 priced0.00168 USD24% of direct total

Interpret the employee's question and normalize it.

Interpret Knowledge Request

Priced

Interpret the employee's knowledge question and normalize it for retrieval and answering.

au-interpret-knowledge-requestim-interpret-knowledge-model

A pricing request was made and returned an amount.

0.00168 USD
Discover Relevant Internal SourcesComplete3 activities, 1 priced0.000016 USD0% of direct total

Prepare and embed a retrieval query, and search 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.

0.000016 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
Retrieve & Rank EvidenceComplete2 activities, 1 priced0.0004 USD6% of direct total

Rerank the candidates and assemble the grounded context.

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.

0.0004 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 Grounded AnswerComplete1 activity, 1 priced0.005 USD70% of direct total

Write the grounded answer with its citations.

Generate Grounded Knowledge Answer

Priced

Write the grounded answer, its source references and any next-step guidance the retrieved material supports. TEXT out: structured business content is not a STRUCTURED_DATA model contract.

au-generate-grounded-knowledge-answerim-generate-grounded-knowledge-answer-model

A pricing request was made and returned an amount.

0.005 USD
Validate GroundingComplete1 activity, 0 pricedNo amount

Check the answer against the evidence it cites.

Verify Grounded Knowledge Answer

Inactive×0

Check the grounded answer against the evidence it cites.

au-verify-grounded-knowledge-answerim-verify-grounded-knowledge-answer-model

The activity is switched off in this configuration, so it contributes nothing.

No amount
Deliver Verified AnswerComplete1 activity, 0 pricedNo amount

Revise the answer against the verification notes. Not a separately priced delivery step: Quick delivers the grounded answer itself.

Revise Grounded Knowledge Answer

Inactive×0

Revise the grounded answer against the verification notes to produce the delivered answer.

au-revise-grounded-knowledge-answerim-revise-grounded-knowledge-answer-model

The activity is switched off in this configuration, so it contributes nothing.

No amount

Direct unit total

0.007096 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

UnpricedZero 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:enterprise-knowledge:quick:audited-2026-09-20
Pricing effective at
2026-09-20T00:00:00Z
Definition fingerprint
c512338c0648d88d41478663248a857616e16b5e14bd628fe05063024f521038
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
c512338c0648d88d41478663248a857616e16b5e14bd628fe05063024f521038