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Evidence

The evidence behind Voxant.

Voxant is built on a simple evidence-based idea: organisations make better decisions when leaders can hear what is really happening, act on it and close the loop before resistance, waste or disengagement hardens. The evidence does not prove Voxant outcomes yet. Those claims will come from pilots, customer evidence and benchmark data.

Evidence logic
01

AI and change decisions are made from partial evidence.

02

Hidden blockers sit inside workflows, trust, silence and readiness gaps.

03

Voxant gathers structured interview evidence before decisions harden.

Readiness
Voice
Trust
Source context

Why this problem is worth solving.

These sources support the problem Voxant addresses. Voxant helps leaders gather better interview evidence before decisions are made.

AI readiness

AI adoption is moving faster than organisational confidence.

DSIT AI Adoption Research, 2026
16%

of UK businesses currently use at least one AI technology

Evidence signal

UK Government AI Adoption Research reports that 16% of UK businesses currently use at least one AI technology, rising to 23% among mid-sized firms and 36% among large firms. It also reports that 54% of current AI users feel ready to scale AI, and 34% of firms planning adoption feel ready to implement it.

Voxant relevance

AI adoption is moving faster than organisational certainty. Voxant helps leaders find where readiness is strong, weak or misunderstood.

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Organisational listening

Organisational listening already has a commercial case.

Gallup Q12 Meta-Analysis, 2024
3.35m

employees included in Gallup's Q12 meta-analysis

Evidence signal

Gallup's Q12 meta-analysis covered 736 studies, 347 organisations and 3.35 million employees, finding a relationship between engagement and work-unit outcomes including productivity, profitability, turnover, absenteeism, quality and wellbeing.

Voxant relevance

The commercial case for better organisational listening is already established. Voxant investigates the conditions behind readiness, engagement and resistance.

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Hidden voice

The real blocker may be what people are not saying.

European Management Journal, 2023
92

studies reviewed on employee silence

Evidence signal

A systematic review in the European Management Journal examined 92 studies on employee silence and found that silence is a significant organisational issue across multiple sectors.

Voxant relevance

Important patterns may not appear through staff forums, surveys or management reporting. Voxant gives leaders another way to hear those patterns.

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Trust conditions

Speaking up depends on trust, not another survey link.

BMC Health Services Research, 2020
Speak up

research links voice behaviour with learning and communication

Evidence signal

A BMC Health Services Research review found psychological safety, speaking up and voice behaviour are important for learning, communication and performance, particularly in high-risk settings.

Voxant relevance

Voxant is designed around clear purpose, disclosed AI identity, privacy-aware reporting and human review, so voice evidence can be gathered with appropriate boundaries.

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Change signal

Employee voice matters when organisations are trying to change.

Journal of Business Research, 2022
Voice

practices are associated with organisational innovation

Evidence signal

A Journal of Business Research study found voice practices are positively associated with organisational innovation, with employee voice participation mediating the relationship.

Voxant relevance

Structured employee voice matters during AI adoption, transformation and service redesign, but Voxant does not claim outcome improvement until pilot data proves it.

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Controlled pilots

High-trust sectors need careful, controlled listening routes.

BMC Health Services Research, 2014
Care

speaking up research supports future controlled pilots

Evidence signal

Healthcare research shows that speaking up is important for patient safety, while professionals may still hesitate to voice concerns.

Voxant relevance

This supports future controlled pilots in care and public service settings where trust, safeguarding and stakeholder voice are critical.

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Claims discipline

Research supports the conditions Voxant is designed to investigate. Voxant's own outcome claims will be built through pilots, customer evidence and benchmark data.

Public proof standard

The site uses research as context, not as a substitute for customer evidence. That keeps the brand credible while pilots build the Voxant-specific proof base.

Help us build the Voxant-specific evidence base through a controlled pilot.