Compare variants

Two design variants of Sales / Account Intelligence Agent, delivering the same unit event by different designs. The comparison states what differs; it does not rank the designs.

Common unit event

Account Intelligence Request

ACCOUNT_INTELLIGENCE_REQUEST

One request for intelligence about a target account, combining available internal account context and external signals into a business-facing account brief.

Left

Complete

Deep Account Intelligence

Twenty internal records, six external searches, twelve source summaries, two analysis passes, one validation pass, a richer strategic brief.

Direct cost per account intelligence request

Reference

0.2884 USD

Open scenariodv-deep-account-intelligence

Right

Complete

Quick Account Brief

Five internal records, two external searches, four source summaries, one analysis pass, no validation, a concise brief.

Direct cost per account intelligence request

Reference

0.03774 USD

Open scenariodv-quick-account-brief

No difference figure is shown

A difference between two prices is itself a price, and this surface derives none. The read model carries each variant’s own reference result and no comparison of them, so both figures are shown as they were produced and are read against each other by eye.

Shared assumptions

Inputs both variants carry with the same meaning. Everything compared below stands on these; where a shared input holds a different value in each variant, the row says so.

57 shared

Input	Deep Account Intelligence	Quick Account Brief
Analysis Instruction TokensDiffers`au-analyze-account-intelligence.analysis_instruction_tokens`	1200TOKEN	2100TOKEN
Cached Tokens`au-analyze-account-intelligence.cached_tokens`	0TOKEN	0TOKEN
Analyze Account Intelligence — offeringDiffers`au-analyze-account-intelligence.commercial_offering`	ctxdex:offering:agent-makers:ctxdex-intelligence-4-pro	ctxdex:offering:agent-makers:ctxdex-intelligence-4-fast
Expected Account Insight TokensDiffers`au-analyze-account-intelligence.expected_account_insight_tokens`	1500TOKEN	900TOKEN
Analyze Account Intelligence — mode`au-analyze-account-intelligence.implementation_mode`	im-analyze-account-intelligence-model	im-analyze-account-intelligence-model
Normalized Account Evidence TokensDiffers`au-analyze-account-intelligence.normalized_account_evidence_tokens`	7300TOKEN	2500TOKEN
Normalized Account Request TokensDiffers`au-analyze-account-intelligence.normalized_account_request_tokens`	500TOKEN	400TOKEN
Analyze Account Intelligence — occurrencesDiffers`au-analyze-account-intelligence.occurrence_count`	2UNIT	1UNIT
Account Identity Tokens`au-discover-external-account-signals.account_identity_tokens`	100TOKEN	100TOKEN
Account Research Plan TokensDiffers`au-discover-external-account-signals.account_research_plan_tokens`	350TOKEN	250TOKEN
Cached Tokens`au-discover-external-account-signals.cached_tokens`	0TOKEN	0TOKEN
Discover External Account Signals — offeringDiffers`au-discover-external-account-signals.commercial_offering`	ctxdex:offering:agent-makers:ctxdex-intelligence-4-pro	ctxdex:offering:agent-makers:ctxdex-intelligence-4-fast
Discovery Instruction TokensDiffers`au-discover-external-account-signals.discovery_instruction_tokens`	1000TOKEN	500TOKEN
Expected External Signal TokensDiffers`au-discover-external-account-signals.expected_external_signal_tokens`	1800TOKEN	700TOKEN
External Source CountDiffers`au-discover-external-account-signals.external_source_count`	12UNIT	4UNIT
Discover External Account Signals — mode`au-discover-external-account-signals.implementation_mode`	im-discover-external-account-signals-model	im-discover-external-account-signals-model
Normalized Account Request TokensDiffers`au-discover-external-account-signals.normalized_account_request_tokens`	500TOKEN	400TOKEN
Discover External Account Signals — occurrences`au-discover-external-account-signals.occurrence_count`	1UNIT	1UNIT
Search Query TokensDiffers`au-discover-external-account-signals.search_query_tokens`	250TOKEN	150TOKEN
Search Result Context TokensDiffers`au-discover-external-account-signals.search_result_context_tokens`	5800TOKEN	1200TOKEN
Web Search QueriesDiffers`au-discover-external-account-signals.web_search_queries`	6QUERY	2QUERY
Account Identity Tokens`au-interpret-account-intelligence-request.account_identity_tokens`	100TOKEN	100TOKEN
Account Request TokensDiffers`au-interpret-account-intelligence-request.account_request_tokens`	400TOKEN	300TOKEN
Cached Tokens`au-interpret-account-intelligence-request.cached_tokens`	0TOKEN	0TOKEN
Interpret Account Intelligence Request — offering`au-interpret-account-intelligence-request.commercial_offering`	ctxdex:offering:agent-makers:ctxdex-intelligence-4-fast	ctxdex:offering:agent-makers:ctxdex-intelligence-4-fast
Expected Plan TokensDiffers`au-interpret-account-intelligence-request.expected_plan_tokens`	350TOKEN	250TOKEN
Interpret Account Intelligence Request — mode`au-interpret-account-intelligence-request.implementation_mode`	im-interpret-account-intelligence-model	im-interpret-account-intelligence-model
Interpret Account Intelligence Request — occurrences`au-interpret-account-intelligence-request.occurrence_count`	1UNIT	1UNIT
Request Context TokensDiffers`au-interpret-account-intelligence-request.request_context_tokens`	700TOKEN	500TOKEN
System Instruction TokensDiffers`au-interpret-account-intelligence-request.system_instruction_tokens`	600TOKEN	500TOKEN
Expected Normalized Evidence TokensDiffers`au-normalize-account-evidence.expected_normalized_evidence_tokens`	7300TOKEN	2500TOKEN
External Account Signal TokensDiffers`au-normalize-account-evidence.external_account_signal_tokens`	1800TOKEN	700TOKEN
Normalize Account Evidence — mode`au-normalize-account-evidence.implementation_mode`	im-normalize-account-evidence-deterministic	im-normalize-account-evidence-deterministic
Internal Account Context TokensDiffers`au-normalize-account-evidence.internal_account_context_tokens`	5500TOKEN	1800TOKEN
Normalize Account Evidence — occurrences`au-normalize-account-evidence.occurrence_count`	1UNIT	1UNIT
Account Insights TokensDiffers`au-produce-account-intelligence-brief.account_insights_tokens`	1500TOKEN	900TOKEN
Brief Instruction TokensDiffers`au-produce-account-intelligence-brief.brief_instruction_tokens`	3800TOKEN	2000TOKEN
Cached Tokens`au-produce-account-intelligence-brief.cached_tokens`	0TOKEN	0TOKEN
Produce Account Brief — offeringDiffers`au-produce-account-intelligence-brief.commercial_offering`	ctxdex:offering:agent-makers:ctxdex-intelligence-4-pro	ctxdex:offering:agent-makers:ctxdex-intelligence-4-fast
Expected Brief TokensDiffers`au-produce-account-intelligence-brief.expected_brief_tokens`	2500TOKEN	900TOKEN
Produce Account Brief — mode`au-produce-account-intelligence-brief.implementation_mode`	im-produce-account-intelligence-brief-model	im-produce-account-intelligence-brief-model
Normalized Account Evidence TokensDiffers`au-produce-account-intelligence-brief.normalized_account_evidence_tokens`	7300TOKEN	2500TOKEN
Normalized Account Request TokensDiffers`au-produce-account-intelligence-brief.normalized_account_request_tokens`	500TOKEN	400TOKEN
Produce Account Brief — occurrences`au-produce-account-intelligence-brief.occurrence_count`	1UNIT	1UNIT
Validation Notes TokensDiffers`au-produce-account-intelligence-brief.validation_notes_tokens`	900TOKEN	0TOKEN
CRM Records ReadDiffers`au-retrieve-internal-account-context.crm_records_read`	20UNIT	5UNIT
Expected Internal Context TokensDiffers`au-retrieve-internal-account-context.expected_internal_context_tokens`	5500TOKEN	1800TOKEN
Retrieve Internal Account Context — mode`au-retrieve-internal-account-context.implementation_mode`	im-retrieve-internal-account-context-unpriced	im-retrieve-internal-account-context-unpriced
Internal Source CountDiffers`au-retrieve-internal-account-context.internal_source_count`	8UNIT	3UNIT
Retrieve Internal Account Context — occurrences`au-retrieve-internal-account-context.occurrence_count`	1UNIT	1UNIT
Account Insights Tokens`au-validate-account-insights.account_insights_tokens`	1500TOKEN	1500TOKEN
Cached Tokens`au-validate-account-insights.cached_tokens`	0TOKEN	0TOKEN
Expected Validation Tokens`au-validate-account-insights.expected_validation_tokens`	900TOKEN	900TOKEN
Validate Account Insights — mode`au-validate-account-insights.implementation_mode`	im-validate-account-insights-model	im-validate-account-insights-model
Normalized Account Evidence Tokens`au-validate-account-insights.normalized_account_evidence_tokens`	7300TOKEN	7300TOKEN
Validate Account Insights — occurrences`au-validate-account-insights.occurrence_count`	1UNIT	1UNIT
Validation Instruction Tokens`au-validate-account-insights.validation_instruction_tokens`	3200TOKEN	3200TOKEN

Only in Deep Account Intelligence

Validate Account Insights — offeringau-validate-account-insights.commercial_offeringctxdex:offering:agent-makers:ctxdex-intelligence-4-pro

Only in Quick Account Brief

Validate Account Insights — enabledau-validate-account-insights.enabledDisabled

Design differences

What the two designs do differently, before any money is involved.

Analyze Account Intelligence

How many times it runs

au-analyze-account-intelligence

Operations

Aligned on canonical identity, never on a display name.

In both6

Analyze Accountop-analyze-account-intelligence
Discover External Account Signalsop-discover-external-account-signals
Produce Account Briefop-produce-account-brief
Retrieve Internal Account Contextop-retrieve-internal-account-context
Understand Account Requestop-understand-account-request
Validate Account Insightsop-validate-account-insights

Only in Deep Account Intelligence0

None

Only in Quick Account Brief0

None

Activities

Aligned on canonical identity, never on a display name.

In both7

Analyze Account Intelligenceau-analyze-account-intelligence
Discover External Account Signalsau-discover-external-account-signals
Interpret Account Intelligence Requestau-interpret-account-intelligence-request
Normalize Account Evidenceau-normalize-account-evidence
Produce Account Briefau-produce-account-intelligence-brief
Retrieve Internal Account Contextau-retrieve-internal-account-context
Validate Account Insightsau-validate-account-insights

Only in Deep Account Intelligence0

None

Only in Quick Account Brief0

None