Diagnose
What is likely going wrong?Identify the consequential observation, interpretation risk, and assumption that could change the decision.
Framework + AI-assisted analysisHow Violet works
Start with the consequential uncertainty—not a preferred research method.
Violet examines the path between information and an appropriate next action, distinguishes what is observed from what is predicted, and recommends the least burdensome evidence capable of resolving the decision.
The underlying method
Diagnose → Validate → Adapt → Learn
Validate
Does the diagnosed response occur with the intended audience?Test the smallest credible material capable of resolving the important uncertainty.
Intended-audience researchAdapt
Should the communication change for relevant receiver states?Apply supported differences to framing, sequence, evidence, or experience design.
Strategy + implementation supportLearn
Did the change work under real conditions?Measure deployment outcomes and compare them with the original prediction.
Field evidenceWays to work with Violet: Attention Audit and Validation are defined services. Separately scoped consulting supports adaptation and field learning when the problem spans systems or teams.
Violet Attention Audit™
Diagnose what may be blocking the transition.
This is not generic copy editing. The audit examines the full information experience—language, interface, sequence, visual or video cues, source, context, friction, and action—in relation to the receiver.
The audit examines supplied material. It does not claim that Violet has observed the intended audience respond.
Bring one failed transition
Bring the message, interface capture, video, presentation, resume and role, or journey evidence—then name the next step that is not happening.
Map the receiver, field, and path
Violet identifies the active job, likely receiver states, the surrounding location, people, institution, timing and constraints, and the largest unsupported jump. A preceding induction cue is checked only when one exists.
Check Violet 5S™ cues
Spotlite, Substance, Source, Strain, and Stake are assessed for this receiver and transition.
Redesign and test
You receive a practical redesign, competing explanations, and a measurable next-step recommendation.
The next-evidence decision
Not every finding needs participant research.
For each consequential finding, Violet chooses one route.
A client, legal, product, or operational fact can resolve the uncertainty.
The defect is present in the material and the safe correction does not depend on uncertain human response.
Interpretation or response is genuinely uncertain, consequential, and meaningfully testable.
The remaining question concerns production behavior, adoption, retention, or another downstream outcome.
Evidence vocabulary
See where a claim comes from.
The label identifies the source of the evidence. A separate outcome records whether Violet’s original prediction was supported, contradicted, or left inconclusive.
- Observed in supplied materialDirectly inspectable in what the client provided.
- Violet hypothesisA framework-based interpretation or prediction.
- Supported by prior evidenceConsistent with relevant external research, but not established in this situation.
- Observed in an intended-audience studyObserved with recruited participants approximating the intended receivers.
- Observed in the fieldObserved after deployment under real operating conditions.
Important boundary
Not every failure is an attention or communication failure.
If people understand and reasonably decline—or cannot act because of cost, access, authority, timing, policy, or service quality—the responsible recommendation may be to change the system rather than increase pressure.
Choose a starting point
Bring the material, the question, or the larger problem.
Use the free audit to identify the likely break and consequential assumption.
Start a Free AuditAsk Violet to design and run the smallest credible study.
Explore ValidationStart with a consultation to define the bounded decision and evidence required.
Talk to Violet