Diagnose
What is likely going wrong?Identify the consequential observation, interpretation risk, and assumption that could change the decision.
Framework + AI-assisted analysisApplied research and consulting
Understand what happens between information and action.
Violet diagnoses and tests messages, campaigns, workflows, and product experiences to understand what intended receivers notice, understand, trust, and do next.
The aim is an appropriate, informed next step—not action at any cost.
MessagesCampaignsWorkflowsProduct experiencesOrganizational changePublic communication
See a complete sample audit → Start with a short description. Add detail only if it helps.
The Violet method
Diagnose → Validate → Adapt → Learn
Violet offers two defined services—Attention Audit and Validation—plus separately scoped consulting when the problem spans systems or teams.
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 evidenceThe essence of Violet
Start with the question blocking the next step.
A message can be accurate and still leave the receiver unable to decide what it means for them.
Original statement
We are introducing an AI system to review customer applications and improve processing efficiency.
What the sender intends
Applications will be reviewed faster and more consistently.
What the customer may ask
Will a machine make the final decision? Who is accountable if it is wrong? Can I ask for a human review?
One stronger version
AI will help our reviewers sort applications; it will not make the final eligibility decision. A trained reviewer remains accountable. If your application is declined, you can request a human reconsideration using the link in your decision notice.
Why it is stronger
- Name what the system does—and does not do
- Identify the accountable human decision-maker
- Put appeal and recourse beside the announcement
- Answer the receiver’s risk before promoting efficiency
What to test next
Can customers identify who makes the decision and how to request reconsideration? Measure that understanding before treating clicks or acknowledgement as success.
See how Violet would test the revised announcement →Two defined services
Start with a diagnosis—or an audience study.
What is likely going wrong?
Receive a structured observation, Violet hypothesis, redesign direction, evidence status, and the least burdensome next-evidence recommendation.
Start a Free AuditDoes the diagnosed response occur with the intended audience?
Turn a consequential uncertainty into the smallest credible intended-audience study or field experiment needed to inform the decision.
Explore Violet ValidationWhat you receive
A diagnosis, a stronger direction, and a way to learn.
Attention diagnosis
Shows which cues are likely to dominate attention, what gets overlooked, and where the message may be too busy or too thin.
Interpretation risk map
Surfaces the likely meanings a receiver can form, including the reasons those meanings differ from the sender's intention.
Intervention and redesign directions
Recommends the smallest justified change—whether to the message, interface, sequence, context, or process—plus a practical way to test it.
Violet Attention Framework™
Violet 5S™ gives the diagnosis a shared language. Spotlite, Substance, Source, Strain, and Stake are checked relative to this receiver, context, and intended transition—not scored as universal qualities of a message.
Learn the terminology and its limits →Inspect the reasoning
A practical onboarding guide with the evidence boundary visible.
The product-onboarding guide shows how Violet defines a first useful transition, examines permissions and trust, preserves a legitimate path to decline, and measures appropriate use instead of tutorial completion alone.
Evidence standard: published component research and retrospective cases remain separate from original Violet results.
01Name one useful task
Do not substitute signup or tour completion for user value.
02Find the unsupported jump
Ask what evidence, trust, control, or expectation is missing.
03Test a rival explanation
Measure whether the change helped—and what would weaken the diagnosis.
Work with Violet
Not every problem fits inside one message.
If the failure spans several screens, teams, policies, or decisions, start with a consultation. Violet will clarify the receiver, the intended transition, the bounded system, and what can actually be observed before recommending a larger engagement.
The boundary: Violet aims for an appropriate, informed next step—not action at any cost. The right finding may be that the system, offer, or policy needs to change.
How Violet is different
Connect the diagnosis, uncertainty, evidence, and decision.
Many audits stop at recommendations. Research platforms are usually built to help teams design, run, and analyze studies. Violet starts with the consequential information-to-action uncertainty and retains the original prediction so it can be compared with the evidence later.
Why Violet works this way →Categories overlap. Violet can use appropriate recruitment, research, and experimentation infrastructure rather than rebuilding commodity tools.
Violet Attention Audit™
Bring the material—or the uncertainty.
Start with a free audit when the problem is unclear, or request Validation when you already know what decision needs evidence.