Diagnostic flow: internal cause or external push?
Establish the baseline before interpretation.
- Pricing
- Stock / fulfillment
- Tracking / reporting
- Site / app availability
- Paid media changes
- Sales coverage
- Seasonality / calendar effects
- Pricing friction
- Operational constraint
- Measurement issue
- Channel mix shift
- Calendar / seasonality effect
Competitor push visible across signals?
- Message displacement
- Channel saturation
- Audience poaching
- Offer pressure
- Timing collision
- Macro demand shift
- Category event
- Partner / channel change
- Search / social attention shift
Core principle: separate OBSERVABLE SIGNALS from HYPOTHESES
OBSERVABLE SIGNALS
What can be directly seen, captured, linked, timestamped, or independently verified.
- Ad creative observed
- Landing page copy captured
- Offer terms recorded
- Search / social visibility noticed
- Customer or sales team mention logged
- Channel placement seen
HYPOTHESES
A testable explanation for why the signal may relate to [Observed sales decline].
- [Competitor] is shifting the buying criteria
- [Competitor] is targeting the same audience
- [Campaign or promotion] is increasing offer pressure
- Timing overlaps with the decline
- Message repetition may be displacing attention
Triangulation framework: five dimensions
Message
- Claims and wording
- Proof points
- Emotional framing
- Reframing category choice
- Attacking a weakness
- What message to test?
- Where to deploy it?
Channel
- Search, paid social, marketplace
- Partner, field, email
- Events, outbound
- Reach expansion
- Pressure points
- Where to respond?
- Where to monitor?
Audience
- Segment, geography
- Account type, intent stage
- Current customer vs prospect
- Audience poaching
- Audience expansion
- Which audience deserves defense?
Offer
- Discount, bundle, trial
- Urgency, guarantee
- Financing, contract lever
- Price pressure
- Risk reversal
- Smallest safe counter-offer to test?
Timing
- Start date, cadence, bursts
- Deadlines, event overlap
- Sales-cycle collision
- Temporal causality
- Respond immediately, delay, or monitor?
Evidence-capture matrix
→ Scroll table horizontally
| Signal observed | Dimension | Source/[Evidence link] | Hypothesis | Confidence (Low/Med/High) | [Owner] | [Due date] |
|---|---|---|---|---|---|---|
| Record observed signal | Select dimension | Attach [Evidence link] | Write hypothesis | Low/Med/High | [Owner] | [Due date] |
| Record observed signal | Select dimension | Attach [Evidence link] | Write hypothesis | Low/Med/High | [Owner] | [Due date] |
| Record observed signal | Select dimension | Attach [Evidence link] | Write hypothesis | Low/Med/High | [Owner] | [Due date] |
| Record observed signal | Select dimension | Attach [Evidence link] | Write hypothesis | Low/Med/High | [Owner] | [Due date] |
Investigation worksheets
Confidence scoring rubric
One signal, weak source context, or unverified interpretation. Use only for monitoring and additional capture.
Two or more signals point in the same direction, with at least one independently captured source. Use for limited tests and focused monitoring.
Multiple independent sources corroborate the same dimension pattern, timing aligns with [Observed sales decline], and the hypothesis survives internal-cause checks. Use for prioritized counter-move testing.
72-hour intelligence sprint
Action thresholds: convert findings into testable counter-moves
→ Scroll table horizontally
| Confidence level | Evidence condition | Counter-move justified | Guardrail |
|---|---|---|---|
| LOW | Single or weakly corroborated signal | Continue capture; increase monitoring; prepare response options but do not launch broad changes | Avoid reacting to noise or internal issues not yet ruled out |
| MEDIUM | Independent signals align across at least two dimensions | Run contained tests: message test, limited channel response, targeted sales enablement, offer sensitivity check | Limit blast radius; define success criteria before action |
| HIGH | Multiple independent sources align, timing fits, internal causes have been checked | Prioritize counter-move testing: defensive messaging, focused channel deployment, audience-specific response, controlled offer adjustment | Keep the move testable; monitor for second-order effects |