◆ WORK IN PROGRESSPre-launch. Email darren@darrencard.com to share access.

DAC Framework v1.0

The live signal catalog.

The live catalog of signals DAC reads, with provider and dimension mapping. Every signal type is normalized from 54 provider adapters into a single taxonomy, then mapped to the 88 scoring units across three frameworks. Signals evolve continuously as adapters ship new telemetry.

Signals evolve continuously. The three DAC frameworks are locked at version v1.0 through Q2 2027. The rubric is stable; the evidence under it keeps sharpening.

For blending methodology see how DAC works.

Signal types

557

Active

340

Adapters

54

Framework

v1.0

217 signals declared but not yet emitted. Marked "Coming soon" below.

By category

◆ Engineering73 +23 pending signals
ai_commit
ai
Spec Context Quality, Build Vs Buy, Delivery Velocity
asana_automation_usageComing soon
asana
Process Iteration
asana_dependency_graph_depthComing soon
asana
Team Orchestration, Architecture Systems
asana_goal_status
asana
Roadmap Discipline
asana_milestone_burndownComing soon
asana
Roadmap Discipline, Delivery Velocity
asana_portfolio_health
asana
Roadmap Discipline
asana_project_progress
asana
Roadmap Discipline
asana_task_completed
asana
Delivery Velocity
backlog_snapshot
backlog
Team Orchestration
bug_density
bug
Quality Experimentation
canceled_work
canceled
Decision Quality, Roadmap Discipline
clickup_automation_usage
clickup
Process Iteration
clickup_dashboard_usageComing soon
clickup
Data Strategy Flywheel
clickup_goal_progress
clickup
Roadmap Discipline
clickup_sprint_velocity
clickup
Delivery Velocity
clickup_task_completed
clickup
Delivery Velocity
clickup_time_tracking_disciplineComing soon
clickup
Team Orchestration, Delivery Velocity
commit_patternComing soon
commit
Architecture Systems
cross_project_work
cross
Team Orchestration, Architecture Systems
cycle_time
cycle
Team Orchestration, Delivery Velocity
dependency_changeComing soon
dependency
Build Vs Buy, Architecture Systems
deploy
deploy
Delivery Velocity
estimation_accuracy
estimation
Roadmap Discipline, Process Iteration
github_actions_costComing soon
github
Cost Token Economics, Architecture Systems
github_advanced_security_closureComing soon
github
Security Compliance, Process Iteration
github_branch_protection
github
Process Iteration, Security Compliance
github_ci_health
github
Delivery Velocity, Reliability Resilience
github_ci_job_duration
github
Delivery Velocity
github_code_churn
github
Architecture Systems
github_code_scanning
github
Security Compliance
github_codeowners_coverage
github
Team Orchestration
github_community_health
github
Process Iteration
github_copilot_usage
github
Build Vs Buy
github_issue_velocity
github
Delivery Velocity
github_merge_queue_throughputComing soon
github
Delivery Velocity
github_pr_size
github
Delivery Velocity
github_release_cadence
github
Launch Execution, Delivery Velocity
github_review_depth
github
Spec Context Quality, Process Iteration
github_secret_scanning
github
Security Compliance
github_security_posture
github
Security Compliance
issue_completed
issue
Delivery Velocity
jira_automation_executionComing soon
jira
Process Iteration
jira_backlog_snapshot
jira
Team Orchestration
jira_bottleneck_state
jira
Process Iteration
jira_component_health
jira
Quality Experimentation
jira_epic_progress
jira
Roadmap Discipline
jira_issue_completed
jira
Delivery Velocity
jira_issue_type_distribution
jira
Quality Experimentation
jira_plans_dependency_depthComing soon
jira
Team Orchestration, Architecture Systems
jira_sla_status
jira
Process Iteration
jira_sprint_completion_rate
jira
Delivery Velocity
jira_sprint_scope_change
jira
Roadmap Discipline
jira_sprint_velocity
jira
Delivery Velocity
jira_time_in_status
jira
Delivery Velocity
jira_time_logged
jira
Team Orchestration
jira_wip_adherence
jira
Team Orchestration
label_hygiene
label
Process Iteration, Spec Context Quality
lead_time
lead
Delivery Velocity, Process Iteration
linear_audit_log_patternsComing soon
linear
Team Orchestration, Decision Quality
linear_blocked_issues
linear
Team Orchestration
linear_contributor_activity
linear
Team Orchestration
linear_cycle_scope_slip
linear
Delivery Velocity
linear_discussion_depth
linear
Feedback Loop Quality
linear_initiative_health
linear
Roadmap Discipline
linear_integration_coverage
linear
Build Vs Buy
linear_label_taxonomy_driftComing soon
linear
Process Iteration
linear_milestone_progress
linear
Roadmap Discipline
linear_project_scope_drift
linear
Roadmap Discipline
linear_project_update_cadenceComing soon
linear
Spec Context Quality, Roadmap Discipline
linear_project_update_sentimentComing soon
linear
Customer Signal Synthesis, Feedback Loop Quality
linear_roadmap_coverage
linear
Roadmap Discipline
linear_sla_breach
linear
Process Iteration
linear_spec_coverage
linear
Spec Context Quality
monday_automation_usage
monday
Process Iteration
monday_board_progress
monday
Roadmap Discipline
monday_dashboard_metricComing soon
monday
Product Analytics
monday_dependency_graphComing soon
monday
Team Orchestration
monday_item_completed
monday
Delivery Velocity
monday_workflow_automation_healthComing soon
monday
Process Iteration
monday_workload_balanceComing soon
monday
Team Orchestration
plane_cycle_velocity
plane
Delivery Velocity
plane_cycle_vs_module_balanceComing soon
plane
Roadmap Discipline
plane_issue_completed
plane
Delivery Velocity
plane_module_healthComing soon
plane
Delivery Velocity
plane_module_progress
plane
Roadmap Discipline
plane_workflow_automationComing soon
plane
Process Iteration
pr_description_quality
pr
Spec Context Quality
pr_merged
pr
Delivery Velocity
pr_review
pr
Delivery Velocity
priority_distribution
priority
Roadmap Discipline, Decision Quality
project_completion
project
Roadmap Discipline, Launch Execution
sprint_velocity
sprint
Delivery Velocity
stale_backlog
stale
Roadmap Discipline, Process Iteration
triage_time
triage
Customer Signal Synthesis, Process Iteration
unestimated_work
unestimated
Process Iteration, Spec Context Quality
workload_distribution
workload
Team Orchestration
◆ Delivery & Reliability53 +18 pending signals
datadog_apm_latency
datadog
Architecture Systems
datadog_ci_test_health
datadog
Reliability Resilience, Quality Experimentation
datadog_ci_visibility_flakiness_mapComing soon
datadog
Reliability Resilience, Quality Experimentation
datadog_error_rate
datadog
Reliability Resilience
datadog_infra_health
datadog
Architecture Systems
datadog_llm_observabilityComing soon
datadog
Quality Experimentation, Cost Token Economics
datadog_log_error_rate
datadog
Architecture Systems
datadog_rum_vitals
datadog
Experience Design, Feedback Loop Quality
datadog_security_signals
datadog
Security Compliance
datadog_slo_status
datadog
Reliability Resilience
datadog_span_dependencies
datadog
Architecture Systems
datadog_synthetics_uptime
datadog
Architecture Systems, Reliability Resilience
dx_core4_cohortComing soon
dx
Team Orchestration, Feedback Loop Quality
dx_initiative
dx
Team Orchestration, Roadmap Discipline
dx_scorecard
dx
Team Orchestration, Quality Experimentation
dx_snapshot
dx
Team Orchestration, Feedback Loop Quality
engineering_allocation
engineering
Team Orchestration, Build Vs Buy
hivel_deployment
hivel
Delivery Velocity
hivel_dora_metric
hivel
Delivery Velocity, Team Orchestration
hivel_incident
hivel
Quality Experimentation, Delivery Velocity
hivel_incident_recurrenceComing soon
hivel
Reliability Resilience
hivel_survey_sentimentComing soon
hivel
Feedback Loop Quality, Team Orchestration
incidentio_followup_closure_rateComing soon
incidentio
Process Iteration, Reliability Resilience
incidentio_incident
incidentio
Reliability Resilience
incidentio_mttr
incidentio
Reliability Resilience
incidentio_postmortem
incidentio
Process Iteration
incidentio_role_distribution
incidentio
Team Orchestration
incidentio_severity_trend
incidentio
Reliability Resilience
investment_mapping
investment
Delivery Velocity, Roadmap Discipline
jellyfish_benchmark_liftComing soon
jellyfish
Competitive Positioning
jellyfish_delivery_forecast_accuracyComing soon
jellyfish
Roadmap Discipline, Decision Quality
linearb_cycle_time
linearb
Delivery Velocity, Team Orchestration
linearb_deploymentComing soon
linearb
Delivery Velocity
linearb_goal_progressComing soon
linearb
Delivery Velocity, Roadmap Discipline
linearb_investment_driftComing soon
linearb
Decision Quality, Roadmap Discipline
linearb_investment_profile
linearb
Roadmap Discipline
linearb_pr_metric
linearb
Delivery Velocity
linearb_review_time
linearb
Delivery Velocity
linearb_rework_rate
linearb
Quality Experimentation
pagerduty_automation_coverageComing soon
pagerduty
Process Iteration
pagerduty_change_correlation
pagerduty
Delivery Velocity, Reliability Resilience
pagerduty_escalation_rate
pagerduty
Team Orchestration
pagerduty_incident
pagerduty
Reliability Resilience, Team Orchestration
pagerduty_interrupt_load
pagerduty
Team Orchestration
pagerduty_mtta
pagerduty
Team Orchestration, Reliability Resilience
pagerduty_mttr
pagerduty
Reliability Resilience, Team Orchestration
pagerduty_oncall_load
pagerduty
Team Orchestration
pagerduty_schedule_fairnessComing soon
pagerduty
Team Orchestration
pagerduty_service_health
pagerduty
Reliability Resilience
sentry_alert_fatigue
sentry
Team Orchestration
sentry_cron_health
sentry
Architecture Systems, Reliability Resilience
sentry_error_rate
sentry
Reliability Resilience, Quality Experimentation
sentry_issue_trend
sentry
Reliability Resilience
sentry_performance
sentry
Architecture Systems
sentry_profiling_hotspot
sentry
Architecture Systems
sentry_release_adoption
sentry
Delivery Velocity
sentry_release_health
sentry
Delivery Velocity, Reliability Resilience
sentry_release_regression_indexComing soon
sentry
Delivery Velocity, Quality Experimentation
sentry_replay_quality
sentry
Feedback Loop Quality
sentry_seer_rca_patternsComing soon
sentry
Reliability Resilience, Feedback Loop Quality
sentry_user_feedback_lineageComing soon
sentry
Customer Signal Synthesis, Reliability Resilience
sentry_web_vitals
sentry
Experience Design, Reliability Resilience
vercel_billing_charge
vercel
Cost Token Economics
vercel_build_time
vercel
Delivery Velocity
vercel_cold_start_duration
vercel
Architecture Systems
vercel_deploy_error
vercel
Quality Experimentation
vercel_deployment
vercel
Delivery Velocity
vercel_edge_function_errors
vercel
Architecture Systems, Reliability Resilience
vercel_log_error_rateComing soon
vercel
Reliability Resilience
vercel_preview_deploy_usage
vercel
Delivery Velocity
vercel_speed_insightsComing soon
vercel
Experience Design, Reliability Resilience
◆ Product Analytics38 +13 pending signals
amplitude_cohort_size
amplitude
Adoption Expansion
amplitude_event
amplitude
Product Analytics, Data Strategy Flywheel
amplitude_funnel
amplitude
Experience Design, Product Analytics
amplitude_governance_scoreComing soon
amplitude
Data Strategy Flywheel
amplitude_pathfinder_insightsComing soon
amplitude
Experience Design
amplitude_retention
amplitude
Adoption Expansion, Data Strategy Flywheel
amplitude_revenue_ltv
amplitude
Pricing Packaging, Adoption Expansion
amplitude_stickiness
amplitude
Adoption Expansion
amplitude_taxonomy_health
amplitude
Data Strategy Flywheel
feature_adoption
feature
Experience Design, Adoption Expansion
heap_autocapture_qualityComing soon
heap
Data Strategy Flywheel
heap_event_volume
heap
Product Analytics
heap_funnel_conversion
heap
Product Analytics, Experience Design
heap_session_qualityComing soon
heap
Experience Design, Feedback Loop Quality
heap_user_path
heap
Experience Design
mixpanel_ab_test
mixpanel
Quality Experimentation
mixpanel_cohort_retention
mixpanel
Adoption Expansion
mixpanel_event_volume
mixpanel
Product Analytics
mixpanel_experiment_registryComing soon
mixpanel
Quality Experimentation
mixpanel_funnel_conversion
mixpanel
Product Analytics, Experience Design
mixpanel_jql_usageComing soon
mixpanel
Data Strategy Flywheel
mixpanel_retention
mixpanel
Adoption Expansion
mixpanel_signal_report
mixpanel
Data Strategy Flywheel
pendo_engagement_score
pendo
Adoption Expansion
pendo_feature_adoption
pendo
Adoption Expansion, Experience Design
pendo_guide_completion
pendo
Adoption Expansion
pendo_guide_effectivenessComing soon
pendo
Adoption Expansion, Experience Design
pendo_nps
pendo
Customer Signal Synthesis
pendo_nps_cohort_driftComing soon
pendo
Customer Signal Synthesis
pendo_page_views
pendo
Product Analytics
pendo_retention_by_feature
pendo
Adoption Expansion
pendo_segment_comparison
pendo
Product Analytics
posthog_error_tracking
posthog
Reliability Resilience
posthog_flag_rollout_disciplineComing soon
posthog
Delivery Velocity, Quality Experimentation
posthog_funnel
posthog
Product Analytics, Experience Design
posthog_group_analytics
posthog
Adoption Expansion, Product Analytics
posthog_hogql_usageComing soon
posthog
Data Strategy Flywheel
posthog_lifecycle
posthog
Adoption Expansion
posthog_path_analysis
posthog
Experience Design, Product Analytics
posthog_replay_friction_clustersComing soon
posthog
Experience Design, Feedback Loop Quality
posthog_retention
posthog
Adoption Expansion
posthog_session_quality
posthog
Feedback Loop Quality, Experience Design
posthog_stickiness
posthog
Adoption Expansion
posthog_survey_nps
posthog
Customer Signal Synthesis
product_event
product
Product Analytics, Data Strategy Flywheel
userpilot_checklist_progress
userpilot
Adoption Expansion
userpilot_checkpoint_lagComing soon
userpilot
Adoption Expansion
userpilot_feature_adoption
userpilot
Adoption Expansion, Experience Design
userpilot_flow_completion
userpilot
Adoption Expansion
userpilot_nps
userpilot
Customer Signal Synthesis
userpilot_onboarding_conversionComing soon
userpilot
Adoption Expansion, Experience Design
◆ Customer Signal32 +8 pending signals
canny_board_summary
canny
Customer Signal Synthesis
canny_post
canny
Customer Signal Synthesis, Feedback Loop Quality
canny_status_change
canny
Roadmap Discipline
canny_vote_trend
canny
Customer Signal Synthesis
canny_vote_weighted_by_churnComing soon
canny
Customer Signal Synthesis, Adoption Expansion
customer_signal
customer
Customer Signal Synthesis, Market Intelligence
dovetail_highlight
dovetail
Research Discovery
dovetail_insight
dovetail
Research Discovery, Customer Signal Synthesis
dovetail_insight_to_roadmapComing soon
dovetail
Research Discovery, Roadmap Discipline
dovetail_research_project
dovetail
Research Discovery
dovetail_theme_driftComing soon
dovetail
Customer Signal Synthesis
enterpret_feedback_volume
enterpret
Customer Signal Synthesis, Feedback Loop Quality
enterpret_source_diversity
enterpret
Data Strategy Flywheel
enterpret_taxonomy_coverage
enterpret
Data Strategy Flywheel
enterpret_theme
enterpret
Customer Signal Synthesis
enterpret_theme_driftComing soon
enterpret
Customer Signal Synthesis, Feedback Loop Quality
intercom_article_deflection
intercom
Feedback Loop Quality, Knowledge Management
intercom_conversation
intercom
Customer Signal Synthesis, Feedback Loop Quality
intercom_csat
intercom
Customer Signal Synthesis
intercom_fin_handoff_patternsComing soon
intercom
Build Vs Buy, Customer Signal Synthesis
intercom_fin_resolution
intercom
Feedback Loop Quality
intercom_first_response
intercom
Customer Signal Synthesis
intercom_macro_usageComing soon
intercom
Process Iteration, Knowledge Management
intercom_proactive_ratio
intercom
Positioning Messaging
intercom_reopen_rate
intercom
Feedback Loop Quality
intercom_resolution_time
intercom
Feedback Loop Quality
intercom_sla_breach
intercom
Process Iteration
zeda_feature_request
zeda
Customer Signal Synthesis
zeda_feedback
zeda
Customer Signal Synthesis
zeda_feedback_cohort_driftComing soon
zeda
Customer Signal Synthesis
zeda_insight
zeda
Customer Signal Synthesis, Research Discovery
zeda_intelligence_score
zeda
Data Strategy Flywheel
zendesk_ai_handoff_patternsComing soon
zendesk
Build Vs Buy, Customer Signal Synthesis
zendesk_backlog
zendesk
Team Orchestration
zendesk_first_reply_time
zendesk
Customer Signal Synthesis
zendesk_one_touch_rate
zendesk
Feedback Loop Quality
zendesk_resolution_time
zendesk
Feedback Loop Quality
zendesk_satisfaction
zendesk
Customer Signal Synthesis
zendesk_tag_distribution
zendesk
Customer Signal Synthesis
zendesk_ticket
zendesk
Feedback Loop Quality, Customer Signal Synthesis
◆ Roadmap & Strategy31 +14 pending signals
dotwork_alignment
dotwork
Team Orchestration, Roadmap Discipline
dotwork_alignment_cadenceComing soon
dotwork
Team Orchestration, Roadmap Discipline
dotwork_priority
dotwork
Roadmap Discipline, Competitive Positioning
dragonboat_initiative
dragonboat
Roadmap Discipline, Competitive Positioning
dragonboat_objective
dragonboat
Roadmap Discipline
dragonboat_outcome_trackingComing soon
dragonboat
Roadmap Discipline, Adoption Expansion
dragonboat_portfolio
dragonboat
Roadmap Discipline, Team Orchestration
dragonboat_resource_allocation
dragonboat
Team Orchestration
dragonboat_scenario_modelingComing soon
dragonboat
Decision Quality, Roadmap Discipline
dragonboat_timeline_adherence
dragonboat
Roadmap Discipline
fibery_app_install_diversityComing soon
fibery
Build Vs Buy
fibery_entity
fibery
Roadmap Discipline, Team Orchestration
fibery_formula_complexityComing soon
fibery
Architecture Systems
fibery_relationComing soon
fibery
Team Orchestration, Roadmap Discipline
fibery_workflowComing soon
fibery
Delivery Velocity, Team Orchestration
initiative_trackingComing soon
initiative
Team Orchestration
jpd_customer_evidence
jpd
Customer Signal Synthesis
jpd_delivery_link
jpd
Delivery Velocity
jpd_evidence_densityComing soon
jpd
Customer Signal Synthesis, Research Discovery
jpd_idea
jpd
Research Discovery
jpd_impact_vs_effort
jpd
Decision Quality
jpd_insight
jpd
Research Discovery, Customer Signal Synthesis
jpd_prioritization_score
jpd
Decision Quality
klue_battlecard
klue
Competitive Positioning
klue_battlecard_win_attachComing soon
klue
Competitive Positioning
klue_card
klue
Competitive Positioning, Market Intelligence
klue_coverage
klue
Market Intelligence
klue_intel_freshness
klue
Market Intelligence
klue_intel_freshness_cohortComing soon
klue
Market Intelligence
klue_win_loss_reason
klue
Competitive Positioning
pb_customer_impact
pb
Customer Signal Synthesis
pb_feature
pb
Roadmap Discipline, Experience Design
pb_feature_lifecycle_stageComing soon
pb
Roadmap Discipline
pb_initiative
pb
Roadmap Discipline, Competitive Positioning
pb_note
pb
Customer Signal Synthesis, Feedback Loop Quality, Research Discovery
pb_note_to_feature_rateComing soon
pb
Customer Signal Synthesis, Research Discovery
pb_objective
pb
Roadmap Discipline
pb_prioritization_score
pb
Decision Quality
pb_release
pb
Delivery Velocity, Roadmap Discipline, Launch Execution
prodpad_feedback
prodpad
Customer Signal Synthesis, Feedback Loop Quality
prodpad_idea
prodpad
Research Discovery
prodpad_idea_outcome_lineageComing soon
prodpad
Research Discovery, Roadmap Discipline
prodpad_idea_to_roadmap
prodpad
Process Iteration
prodpad_roadmap_item
prodpad
Roadmap Discipline
strategic_priority
strategic
Roadmap Discipline, Competitive Positioning
◆ Design9 +2 pending signals
design_iteration
design
Prototyping Speed, Experience Design
design_system_usage
design
Experience Design, Design Dev Handoff
figma_activity_log
figma
Prototyping Speed
figma_branch_usage
figma
Prototyping Speed
figma_comment_activity
figma
Design Dev Handoff
figma_dev_handoff
figma
Design Dev Handoff
figma_dev_mode_session_depthComing soon
figma
Design Dev Handoff
figma_library_adoption
figma
Experience Design
figma_library_publish
figma
Experience Design
figma_library_versioning_disciplineComing soon
figma
Experience Design, Architecture Systems
figma_variable_adoption
figma
Experience Design, Design Dev Handoff
◆ AI Economics15 +62 pending signals
aws_daily_total
aws
Cost Token Economics
aws_reserved_vs_ondemand_efficiencyComing soon
aws
Cost Token Economics
aws_service_cost
aws
Cost Token Economics
braintrust_eval_densityComing soon
braintrust
Quality Experimentation, Data Strategy Flywheel
braintrust_eval_score
braintrust
Quality Experimentation
braintrust_eval_trend
braintrust
Quality Experimentation
braintrust_experiment
braintrust
Quality Experimentation
braintrust_model_regression
braintrust
Quality Experimentation
braintrust_prompt_regression
braintrust
Quality Experimentation
claude_code_context_efficiencyComing soon
claude
Cost Token Economics, Spec Context Quality
claude_code_mcp_usageComing soon
claude
Build Vs Buy, Process Iteration
claude_code_model_mixComing soon
claude
Cost Token Economics, Build Vs Buy
claude_code_plan_mode_adoptionComing soon
claude
Spec Context Quality
claude_code_session_durationComing soon
claude
Team Orchestration, Process Iteration
claude_code_skill_adoptionComing soon
claude
Process Iteration, Knowledge Management
claude_code_subagent_usageComing soon
claude
Process Iteration, Team Orchestration
claude_code_token_spendComing soon
claude
Cost Token Economics
claude_code_tool_use_patternComing soon
claude
Process Iteration
claude_design_iteration_cadenceComing soon
claude
Prototyping Speed
claude_design_prompt_artifact_ratioComing soon
claude
Prototyping Speed, Experience Design
claude_design_review_velocityComing soon
claude
Design Dev Handoff
claude_design_system_adherenceComing soon
claude
Experience Design, Design Dev Handoff
claude_design_token_spendComing soon
claude
Cost Token Economics
copilot_acceptance_rateComing soon
copilot
Build Vs Buy
copilot_chat_usageComing soon
copilot
Process Iteration
copilot_enterprise_usageComing soon
copilot
Build Vs Buy
copilot_ide_mixComing soon
copilot
Team Orchestration, Build Vs Buy
copilot_language_mixComing soon
copilot
Build Vs Buy, Architecture Systems
copilot_seat_utilizationComing soon
copilot
Cost Token Economics, Build Vs Buy
copilot_seat_wasteComing soon
copilot
Cost Token Economics
copilot_suggestion_volumeComing soon
copilot
Cost Token Economics
copilot_workspace_rulesComing soon
copilot
Spec Context Quality, Knowledge Management
cursor_chat_usageComing soon
cursor
Process Iteration, Build Vs Buy
cursor_compose_usageComing soon
cursor
Process Iteration, Spec Context Quality
cursor_context_efficiencyComing soon
cursor
Cost Token Economics, Spec Context Quality
cursor_model_mixComing soon
cursor
Cost Token Economics, Build Vs Buy
cursor_rules_adoptionComing soon
cursor
Spec Context Quality, Knowledge Management
cursor_session_durationComing soon
cursor
Team Orchestration, Process Iteration
cursor_tab_accept_rateComing soon
cursor
Build Vs Buy, Delivery Velocity
cursor_token_spendComing soon
cursor
Cost Token Economics
devin_compound_ratioComing soon
devin
Build Vs Buy, Cost Token Economics
devin_cost_per_prComing soon
devin
Cost Token Economics, Build Vs Buy
devin_handoff_rateComing soon
devin
Build Vs Buy, Process Iteration
devin_human_intervention_depthComing soon
devin
Build Vs Buy, Process Iteration
devin_planning_qualityComing soon
devin
Spec Context Quality, Process Iteration
devin_sessionsComing soon
devin
Build Vs Buy
devin_task_completion_rateComing soon
devin
Build Vs Buy, Delivery Velocity
devin_token_spendComing soon
devin
Cost Token Economics
langsmith_cost_per_call
langsmith
Cost Token Economics
langsmith_error_rate
langsmith
Quality Experimentation
langsmith_eval_run
langsmith
Quality Experimentation
langsmith_feedback_score
langsmith
Feedback Loop Quality
langsmith_latency_distribution
langsmith
Cost Token Economics
langsmith_prompt_versioning_disciplineComing soon
langsmith
Quality Experimentation, Spec Context Quality
langsmith_trace
langsmith
Cost Token Economics
lovable_edit_iterationComing soon
lovable
Prototyping Speed, Experience Design
lovable_github_sync_patternComing soon
lovable
Delivery Velocity, Design Dev Handoff
lovable_projects_createdComing soon
lovable
Prototyping Speed
lovable_prompts_per_projectComing soon
lovable
Prototyping Speed, Experience Design
lovable_publish_rateComing soon
lovable
Delivery Velocity, Prototyping Speed
lovable_token_spendComing soon
lovable
Cost Token Economics
orb_subscription_cost
orb
Cost Token Economics, Pricing Packaging
orb_subscription_state_transitionsComing soon
orb
Pricing Packaging, Cost Token Economics
orb_usage_metric
orb
Cost Token Economics, Data Strategy Flywheel
v0_acceptance_rateComing soon
v0
Prototyping Speed, Experience Design
v0_generationsComing soon
v0
Prototyping Speed
v0_iteration_depthComing soon
v0
Prototyping Speed, Experience Design
v0_shadcn_reuseComing soon
v0
Experience Design, Design Dev Handoff
v0_sync_patternComing soon
v0
Delivery Velocity, Design Dev Handoff
v0_token_spendComing soon
v0
Cost Token Economics
windsurf_cascade_usageComing soon
windsurf
Process Iteration, Build Vs Buy
windsurf_chat_usageComing soon
windsurf
Process Iteration, Build Vs Buy
windsurf_memory_adoptionComing soon
windsurf
Spec Context Quality, Knowledge Management
windsurf_model_mixComing soon
windsurf
Cost Token Economics, Build Vs Buy
windsurf_rules_coverageComing soon
windsurf
Spec Context Quality, Knowledge Management
windsurf_tab_accept_rateComing soon
windsurf
Build Vs Buy, Delivery Velocity
windsurf_token_spendComing soon
windsurf
Cost Token Economics
◆ Revenue35 +6 pending signals
attio_contact_enrichment
attio
Market Intelligence
attio_enrichment_depthComing soon
attio
Market Intelligence, Customer Signal Synthesis
attio_pipeline_velocity
attio
Competitive Positioning
deal_outcome
deal
Competitive Positioning, Customer Signal Synthesis
hubspot_breeze_usageComing soon
hubspot
Build Vs Buy
hubspot_campaign
hubspot
Positioning Messaging, Launch Execution
hubspot_contact_activity
hubspot
Customer Signal Synthesis, Market Intelligence
hubspot_contact_attribution
hubspot
Market Intelligence
hubspot_conversation_thread
hubspot
Customer Signal Synthesis
hubspot_deal
hubspot
Competitive Positioning, Customer Signal Synthesis
hubspot_deal_stage_duration
hubspot
Competitive Positioning
hubspot_email_engagement
hubspot
Positioning Messaging
hubspot_form_submission
hubspot
Adoption Expansion
hubspot_lead_source
hubspot
Market Intelligence
hubspot_meeting_outcome
hubspot
Launch Execution
hubspot_nps_csat
hubspot
Customer Signal Synthesis
hubspot_sequence_enrollment
hubspot
Positioning Messaging
hubspot_ticket
hubspot
Feedback Loop Quality, Customer Signal Synthesis
hubspot_workflow_revenue_lineageComing soon
hubspot
Adoption Expansion, Process Iteration
sf_activity_volume
sf
Launch Execution
sf_case
sf
Feedback Loop Quality, Customer Signal Synthesis
sf_einstein_usageComing soon
sf
Build Vs Buy
sf_flow_builder_healthComing soon
sf
Process Iteration
sf_forecast_accuracy
sf
Competitive Positioning
sf_opportunity
sf
Competitive Positioning, Customer Signal Synthesis
sf_pipeline_velocity
sf
Competitive Positioning
sf_win_loss
sf
Competitive Positioning, Decision Quality
stripe_charge
stripe
Adoption Expansion, Competitive Positioning
stripe_churn
stripe
Adoption Expansion, Pricing Packaging
stripe_dispute
stripe
Pricing Packaging
stripe_invoice_aging
stripe
Cost Token Economics
stripe_mrr
stripe
Adoption Expansion, Competitive Positioning
stripe_payment_recovery
stripe
Cost Token Economics
stripe_plan_distribution
stripe
Pricing Packaging
stripe_plan_migration
stripe
Pricing Packaging
stripe_refund
stripe
Pricing Packaging, Feedback Loop Quality
stripe_revenue_recognition
stripe
Cost Token Economics
stripe_smart_retries_recovery_rateComing soon
stripe
Cost Token Economics, Pricing Packaging
stripe_subscription
stripe
Adoption Expansion
stripe_trial_conversion
stripe
Adoption Expansion
stripe_usage_meter
stripe
Pricing Packaging
◆ Knowledge & Communication37 +15 pending signals
channel_activity
channel
Team Orchestration
chatprd_doc_quality
chatprd
Spec Context Quality
chatprd_document
chatprd
Spec Context Quality
chatprd_iteration_depthComing soon
chatprd
Spec Context Quality, Process Iteration
chatprd_template_usage
chatprd
Process Iteration, Knowledge Management
confluence_ai_invocation_rateComing soon
confluence
Build Vs Buy, Knowledge Management
confluence_comment_activity
confluence
Knowledge Management, Team Orchestration
confluence_doc_freshness
confluence
Knowledge Management
confluence_page_activity
confluence
Knowledge Management
confluence_search_gap_patternComing soon
confluence
Knowledge Management, Data Strategy Flywheel
confluence_space_coverage
confluence
Knowledge Management
confluence_template_usage
confluence
Knowledge Management, Process Iteration
gitbook_content_engagementComing soon
gitbook
Knowledge Management, Product Analytics
gitbook_doc_freshness
gitbook
Knowledge Management
gitbook_page_count
gitbook
Knowledge Management
gitbook_space_coverage
gitbook
Knowledge Management
gitbook_visitor_analytics
gitbook
Knowledge Management, Product Analytics
message_pattern
message
Team Orchestration, Feedback Loop Quality
mintlify_broken_links
mintlify
Knowledge Management
mintlify_content_freshness_by_sectionComing soon
mintlify
Knowledge Management
mintlify_doc_freshness
mintlify
Knowledge Management
mintlify_page_count
mintlify
Knowledge Management
mintlify_search_analytics
mintlify
Knowledge Management, Data Strategy Flywheel
notion_ai_invocation_rateComing soon
notion
Build Vs Buy, Knowledge Management
notion_comment_activity
notion
Knowledge Management, Team Orchestration
notion_database_coverage
notion
Knowledge Management
notion_doc_freshness
notion
Knowledge Management
notion_page_activity
notion
Knowledge Management
notion_search_gap_patternComing soon
notion
Knowledge Management, Data Strategy Flywheel
notion_template_usage
notion
Knowledge Management, Process Iteration
slack_app_usage_mixComing soon
slack
Build Vs Buy
slack_blocker_raisedComing soon
slack
Process Iteration, Team Orchestration
slack_canvas_activity
slack
Knowledge Management, Process Iteration
slack_channel_analytics
slack
Team Orchestration
slack_customer_feedback_capturedComing soon
slack
Customer Signal Synthesis, Feedback Loop Quality
slack_decision_madeComing soon
slack
Decision Quality, Knowledge Management
slack_file_sharing
slack
Team Orchestration
slack_huddle_usage
slack
Team Orchestration
slack_reaction_pattern
slack
Feedback Loop Quality
slack_retrospective_insightComing soon
slack
Process Iteration, Knowledge Management
slack_search_pattern
slack
Data Strategy Flywheel, Knowledge Management
slack_thread_depth
slack
Team Orchestration
slack_topic_churnComing soon
slack
Team Orchestration, Decision Quality
slack_tribal_shareComing soon
slack
Knowledge Management, Spec Context Quality
slack_workflow_execution
slack
Process Iteration
tldv_action_item
tldv
Team Orchestration
tldv_insight_density
tldv
Customer Signal Synthesis
tldv_meeting_recorded
tldv
Research Discovery
tldv_participant_ratio
tldv
Research Discovery
tldv_research_call
tldv
Research Discovery
tldv_speaker_balanceComing soon
tldv
Team Orchestration
tldv_topic_extracted
tldv
Research Discovery
◆ Experimentation16 +3 pending signals
eppo_bayesian_result
eppo
Quality Experimentation
eppo_credibility_adherenceComing soon
eppo
Quality Experimentation, Decision Quality
eppo_experiment
eppo
Quality Experimentation
eppo_flag_assignment
eppo
Quality Experimentation
eppo_metric_result
eppo
Quality Experimentation, Data Strategy Flywheel
experiment_result
experiment
Quality Experimentation, Data Strategy Flywheel
flag_change
flag
Delivery Velocity, Quality Experimentation
flag_evaluation
flag
Quality Experimentation, Delivery Velocity
ld_code_references
ld
Delivery Velocity
ld_deployment_frequency
ld
Delivery Velocity
ld_experiment_outcome
ld
Quality Experimentation
ld_flag_impact
ld
Delivery Velocity, Feedback Loop Quality
ld_flag_retirement_disciplineComing soon
ld
Architecture Systems, Delivery Velocity
ld_flag_staleness
ld
Delivery Velocity, Architecture Systems
statsig_experiment
statsig
Quality Experimentation
statsig_gate_check
statsig
Quality Experimentation
statsig_holdout
statsig
Quality Experimentation
statsig_metric_lift
statsig
Quality Experimentation, Data Strategy Flywheel
statsig_power_analysis_disciplineComing soon
statsig
Quality Experimentation, Decision Quality
◆ Cross-Source Derived1 +53 pending signals
ai_authored_merge_rateComing soon
ai
Build Vs Buy, Delivery Velocity
ai_fingerprint_driftComing soon
ai
Spec Context Quality
ai_output_review_ratioComing soon
ai
Build Vs Buy, Spec Context Quality
ai_spend_per_shipped_prComing soon
ai
Cost Token Economics, Build Vs Buy
ai_tool_overlap_costComing soon
ai
Cost Token Economics, Build Vs Buy
ceremony_efficiencyComing soon
ceremony
Team Orchestration, Process Iteration
cogs_per_accountComing soon
cogs
Cost Token Economics
competitive_move_to_responseComing soon
competitive
Competitive Positioning, Team Orchestration
competitor_acquisitionComing soon
competitor
Market Intelligence, Competitive Positioning
competitor_funding_roundComing soon
competitor
Market Intelligence, Competitive Positioning
competitor_headcount_growthComing soon
competitor
Market Intelligence, Competitive Positioning
competitor_hiring_focus_shiftComing soon
competitor
Market Intelligence, Competitive Positioning
competitor_hiring_spikeComing soon
competitor
Market Intelligence, Competitive Positioning
competitor_integration_announcementComing soon
competitor
Competitive Positioning, Market Intelligence
competitor_launchComing soon
competitor
Competitive Positioning, Roadmap Discipline, Market Intelligence
competitor_leadership_changeComing soon
competitor
Market Intelligence, Competitive Positioning
competitor_pricing_changeComing soon
competitor
Pricing Packaging, Competitive Positioning
competitor_roadmap_changeComing soon
competitor
Competitive Positioning, Roadmap Discipline, Market Intelligence
context_reuse_ratioComing soon
context
Spec Context Quality, Cost Token Economics
cross_team_blocking_resolutionComing soon
cross
Team Orchestration, Process Iteration
cycle_time_delta_with_aiComing soon
cycle
Delivery Velocity, Build Vs Buy
design_system_compliance_trendComing soon
design
Experience Design, Architecture Systems
design_to_prod_durationComing soon
design
Prototyping Speed, Design Dev Handoff
design_to_ship_lineageComing soon
design
Design Dev Handoff, Prototyping Speed
eval_to_incident_liftComing soon
eval
Quality Experimentation, Reliability Resilience
event_taxonomy_health_trendComing soon
event
Data Strategy Flywheel
experiment_archive_ratioComing soon
experiment
Quality Experimentation, Knowledge Management
experiment_to_signal_liftComing soon
experiment
Quality Experimentation
feature_ship_to_adoption_lagComing soon
feature
Adoption Expansion, Experience Design
feedback_to_feature_lineage
feedback
Feedback Loop Quality, Customer Signal Synthesis
handoff_dragComing soon
handoff
Design Dev Handoff, Team Orchestration
incident_to_prevention_lineageComing soon
incident
Reliability Resilience, Process Iteration
initiative_outcome_lineageComing soon
initiative
Roadmap Discipline, Adoption Expansion
instrumentation_coverage_per_featureComing soon
instrumentation
Product Analytics, Data Strategy Flywheel
launch_cohort_liftComing soon
launch
Launch Execution, Adoption Expansion
market_analyst_mentionComing soon
market
Positioning Messaging, Market Intelligence
market_category_reportComing soon
market
Positioning Messaging, Market Intelligence
market_regulatory_changeComing soon
market
Security Compliance, Market Intelligence
memory_plateau_as_debtComing soon
memory
Knowledge Management, Spec Context Quality
message_to_conversion_lineageComing soon
message
Positioning Messaging, Adoption Expansion
model_ladder_disciplineComing soon
model
Cost Token Economics
plan_mode_liftComing soon
plan
Spec Context Quality, Delivery Velocity
playbook_to_execution_lineageComing soon
playbook
Knowledge Management, Process Iteration
pricing_experiment_liftComing soon
pricing
Quality Experimentation, Pricing Packaging
public_changelog_entryComing soon
public
Competitive Positioning, Roadmap Discipline, Market Intelligence
public_roadmap_updateComing soon
public
Competitive Positioning, Roadmap Discipline, Market Intelligence
research_to_roadmap_lineageComing soon
research
Research Discovery, Roadmap Discipline
reversed_decision_indexComing soon
reversed
Decision Quality
spec_depth_before_codeComing soon
spec
Spec Context Quality, Process Iteration
support_to_fix_lineageComing soon
support
Feedback Loop Quality, Reliability Resilience
tech_debt_pressure_indexComing soon
tech
Architecture Systems, Reliability Resilience
tool_sprawl_indexComing soon
tool
Build Vs Buy, Team Orchestration
vuln_to_patch_lineageComing soon
vuln
Security Compliance, Process Iteration
win_loss_to_roadmap_lineageComing soon
win
Competitive Positioning, Roadmap Discipline

Shape the next generation of signals.

Design partners get early access to new signals and direct input into dimension mappings. All three frameworks (Team Operations, Development Lifecycle, Product Assessment) are now GA, and the design-partner cohort continues to shape the rubric through Q3.

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