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

The diagnostic
no single tool
can see.

DAC reads 54+ tools. Connected adapters, public surfaces, calibrated cohort. Here's the substrate.

DAC reads across your whole stack and computes cross-source diagnostics you cannot get from any one provider. 11 tools connected. 18 of 27 dimensions lit. Every tool you add compounds the score.

The intelligence lives in the synthesis.
DAC computes cross-source diagnostics no single tool can see. Every category you light up compounds the score.
10of 13 categories
30 signals captured16 cross-source diagnostics unlocked
At a glance

Confidence, not completeness.

Dimensions
27
high1
medium9
low8
missing9
Cross-source synthesis
40
high12
medium0
low4
missing24
Dimensions lit today vs fully connected
100Fully connected27Lit today10T-4moT-3T-2T-1Today

One chart, two lines. The top line is the dimension count when your stack is fully connected. The bottom line is how many you light today. Close the gap by connecting the next tool DAC suggests on each tile below.

Dimensions

Every dimension, with the next signal to add.

  • high

    Delivery Velocity

    8/45 signals·3 providers
    Add next: ai_commit, asana_task_completed
  • medium

    Adoption Expansion

    3/24 signals·2 providers
    Add next: amplitude_cohort_size, amplitude_retention
  • medium

    Design Dev Handoff

    2/4 signals·1 providers
    Add next: design_system_usage, figma_comment_activity
  • medium

    Experience Design

    3/18 signals·2 providers
    Add next: amplitude_funnel, datadog_rum_vitals
  • medium

    Feedback Loop Quality

    2/25 signals·2 providers
    Add next: canny_post, datadog_rum_vitals
  • medium

    Product Analytics

    2/13 signals·1 providers
    Add next: amplitude_event, amplitude_funnel
  • medium

    Prototyping Speed

    1/3 signals·1 providers
    Add next: figma_activity_log, figma_branch_usage
  • medium

    Reliability Resilience

    3/20 signals·2 providers
    Add next: datadog_ci_test_health, datadog_error_rate
  • medium

    Security Compliance

    1/5 signals·1 providers
    Add next: datadog_security_signals, github_branch_protection
  • medium

    Team Orchestration

    4/38 signals·2 providers
    Add next: confluence_comment_activity, cross_project_work
  • low

    Architecture Systems

    1/13 signals·1 providers
    Add next: cross_project_work, datadog_apm_latency
  • low

    Competitive Positioning

    1/17 signals·1 providers
    Add next: attio_pipeline_velocity, deal_outcome
  • low

    Customer Signal Synthesis

    2/36 signals·1 providers
    Add next: canny_board_summary, canny_post
  • low

    Data Strategy Flywheel

    1/14 signals·1 providers
    Add next: amplitude_event, amplitude_retention
  • low

    Knowledge Management

    2/22 signals·1 providers
    Add next: chatprd_template_usage, confluence_comment_activity
  • low

    Pricing Packaging

    1/8 signals·1 providers
    Add next: amplitude_revenue_ltv, orb_subscription_cost
  • low

    Quality Experimentation

    1/29 signals·1 providers
    Add next: braintrust_eval_score, braintrust_eval_trend
  • low

    Spec Context Quality

    1/8 signals·1 providers
    Add next: ai_commit, chatprd_doc_quality
  • missing

    Build Vs Buy

    0/4 signals·0 providers
    Add next: ai_commit, engineering_allocation
  • missing

    Cost Token Economics

    0/11 signals·0 providers
    Add next: aws_daily_total, aws_service_cost
  • missing

    Decision Quality

    0/6 signals·0 providers
    Add next: canceled_work, jpd_impact_vs_effort
  • missing

    Launch Execution

    0/6 signals·0 providers
    Add next: hubspot_campaign, hubspot_meeting_outcome
  • missing

    Market Intelligence

    0/8 signals·0 providers
    Add next: attio_contact_enrichment, customer_signal
  • missing

    Positioning Messaging

    0/4 signals·0 providers
    Add next: hubspot_campaign, hubspot_email_engagement
  • missing

    Process Iteration

    0/22 signals·0 providers
    Add next: chatprd_template_usage, clickup_automation_usage
  • missing

    Research Discovery

    0/12 signals·0 providers
    Add next: dovetail_highlight, dovetail_insight
  • missing

    Roadmap Discipline

    0/34 signals·0 providers
    Add next: asana_goal_status, asana_portfolio_health
Cross-source synthesis

The diagnostics no single tool can see.

Each signal combines two to five providers. Their confidence reflects how many of those providers you have connected. Every signal, sourced.

  • highThe scissor
    ai_spend_per_shipped_pr
  • high
    ai_tool_overlap_cost
  • highToken adoption
    design_system_compliance_trend
  • high
    design_to_prod_duration
  • high
    design_to_ship_lineage
  • high
    experiment_to_signal_lift
  • high
    handoff_drag
  • high
    instrumentation_coverage_per_feature
  • high
    plan_mode_lift
  • high
    spec_depth_before_code
  • high
    tech_debt_pressure_index
  • high
    vuln_to_patch_lineage
  • low
    context_reuse_ratio
    Missing contributions from: "rules and memory".
  • lowContext debt
    memory_plateau_as_debt
    Missing contributions from: "rules and memory adoption".
  • low
    reversed_decision_index
    Missing contributions from: "canceled work".
  • low
    support_to_fix_lineage
    Missing contributions from: "error signals".
  • missing
    ai_authored_merge_rate
    No provider for primary input "AI-assisted commits" (ai_coding_assist) has emitted relevant signals.
  • missing
    ai_fingerprint_drift
    No provider for primary input "AI-assisted commits" (ai_coding_assist) has emitted relevant signals.
  • missing
    ai_output_review_ratio
    No provider for primary input "AI-authored changes" (ai_coding_assist) has emitted relevant signals.
  • missing
    ceremony_efficiency
    No provider for primary input "standup channel activity" (communication) has emitted relevant signals.
  • missing
    cogs_per_account
    No provider for primary input "infrastructure spend" (infra_cost) has emitted relevant signals.
  • missing
    competitive_move_to_response
    No provider for primary input "competitor moves" (competitive_intel) has emitted relevant signals.
  • missingSeat waste
    copilot_seat_waste
    No provider for primary input "Copilot seat utilization" (ai_coding_assist) has emitted relevant signals.
  • missing
    cross_team_blocking_resolution
    No provider for primary input "blocking relations" (work_tracking) has emitted relevant signals.
  • missing
    cycle_time_delta_with_ai
    No provider for primary input "AI adoption" (ai_coding_assist) has emitted relevant signals.
  • missing
    devin_compound_ratio
    No provider for primary input "Devin PR output" (ai_autonomous_agent) has emitted relevant signals.
  • missing
    eval_to_incident_lift
    No provider for primary input "eval score changes" (ai_eval) has emitted relevant signals.
  • missing
    event_taxonomy_health_trend
    No provider for primary input "taxonomy indicators" (product_analytics) has emitted relevant signals.
  • missing
    experiment_archive_ratio
    No provider for primary input "experiments" (experiment_platform) has emitted relevant signals.
  • missingClosed loop
    feedback_to_feature_lineage
    No provider for primary input "customer feedback themes" (feedback_aggregation) has emitted relevant signals.
  • missing
    incident_to_prevention_lineage
    No provider for primary input "incidents" (incident_response) has emitted relevant signals.
  • missing
    initiative_outcome_lineage
    No provider for primary input "initiatives" (product_management) has emitted relevant signals.
  • missing
    launch_cohort_lift
    No provider for primary input "launches" (code_repo) has emitted relevant signals.
  • missing
    message_to_conversion_lineage
    No provider for primary input "campaigns" (crm) has emitted relevant signals.
  • missing
    model_ladder_discipline
    No provider for primary input "model mix" (ai_coding_assist) has emitted relevant signals.
  • missing
    playbook_to_execution_lineage
    No provider for primary input "playbook documents" (docs_platform) has emitted relevant signals.
  • missing
    pricing_experiment_lift
    No provider for primary input "pricing experiments" (experiment_platform) has emitted relevant signals.
  • missing
    research_to_roadmap_lineage
    No provider for primary input "research insights" (research_repository) has emitted relevant signals.
  • missing
    tool_sprawl_index
    No provider for primary input "active AI tool seats" (ai_coding_assist) has emitted relevant signals.
  • missing
    win_loss_to_roadmap_lineage
    No provider for primary input "loss reasons" (competitive_intel) has emitted relevant signals.

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