AgentSkillsCN

competitive-analysis

借鉴市场情报领域顶尖竞争对手的最佳实践。

SKILL.md
--- frontmatter
name: competitive-analysis
description: Best-in-class patterns from market intelligence competitors

Market Intelligence Dashboard Competitive Analysis Skill

Purpose

Synthesise patterns from best-in-class market and sales intelligence dashboards to inform design of lead prioritisation and outreach systems. Identifies what works, what doesn't, and where differentiation opportunities exist.

Related Skills

  • Action-Oriented UX Skill — For implementing patterns identified here
  • B2B Visualisation Skill — For signal badge and score display patterns
  • ADHD Interface Design Skill — For cognitive load considerations
  • UK Police Design System Skill — For domain-specific adaptations

What Makes a Dashboard "Best in Class"

A dashboard earns "best in class" when it behaves like a daily decision system:

  1. Starts with a queue, not a collage — Ranked "what to do next" with why and next action
  2. Blends three signals into one priority — Fit + Intent + Timing
  3. Explains the model — Transparent scoring, not black-box rankings
  4. Minimises context switching — Outreach actions happen inline
  5. Uses AI as co-pilot — Message drafting, research synthesis
  6. Provides confidence indicators — Data freshness, verification status

10 Patterns That Win

Pattern 1: Ranked Queue + Reason Codes

Instead of: Flat list sorted by name Do this: Ranked queue with rank, score, "why now" badges, recommended action

Pattern 2: Explainable Scoring

Instead of: Black-box AI score Do this: Contribution breakdown with positive and negative factors

Pattern 3: Inline Outreach Actions

Instead of: Navigate to CRM/email to act Do this: Email, Call, LinkedIn buttons directly on lead card

Pattern 4: Signal Badges with Directionality

Instead of: Static labels Do this: Badges showing state AND trajectory ([Hiring ↑], [Cooling ↓])

Pattern 5: AI-Seeded Message Drafts

Instead of: Blank compose window Do this: Pre-drafted message using detected signals as personalisation hooks

Pattern 6: Data Confidence Indicators

Instead of: Treating all data equally Do this: Visual indicators for verification level and freshness

IndicatorMeaning
✓ Verified (green)Phone/email confirmed working
⚠ Unverified (yellow)Data present but not validated
🕐 Stale (grey)Last updated >90 days ago
💎 DiamondPremium verified mobile

Pattern 7: Multi-Signal Score Card

Instead of: Single score number Do this: Visual breakdown of Fit, Intent, Timing, Relationship dimensions

Pattern 8: Keyboard-First Power User Mode

Instead of: Mouse-only navigation Do this: Full keyboard navigation with visible shortcuts

Pattern 9: The "Today" Queue

Instead of: Static list requiring user prioritisation Do this: Auto-generated "What I need to do today" view

Pattern 10: Trigger-Based Alert Cards

Instead of: Passive data user must discover Do this: Proactive alerts when signals detected with "Why it matters" and suggested action

Competitive Positioning by Strength

StrengthLeadersPattern to Copy
Data QualityCognism, ZoomInfoVerification badges, freshness indicators
Intent Signals6sense, BomboraBuying stage funnel, topic-level intent
Workflow IntegrationApollo, OutreachInline actions, sequence automation
AI OutreachAmplemarket, LeadIQSignal-seeded drafts
Flexible Data OpsClay, AttioSpreadsheet programmability
Conversation IntelGong, ChorusWarning badges, activity heatmaps

Implementation Priority

PriorityPatternROI
P0Ranked queue with reason codesFoundation
P0Explainable scoring breakdownTrust
P0Inline outreach actionsSpeed
P1Signal badges with directionalityScanning
P1AI-seeded message draftsPersonalisation
P1Data confidence indicatorsTrust
P2Live playlists (auto-updating queues)Freshness
P2Keyboard-first navigationPower users
P3Intent heatmap filteringDiscovery

The Ultimate Test

Time to Insight: The winner is not the platform with the most data, but the one that most quickly translates a signal into a completed action.

The dashboard of the future is not a place to look — it is a place to decide.