AI research for consequential decisions

Your data tells you what.
Arist tells you why.

Arist’s research agents interview the people closest to the problem and analyze your data, so you can understand what’s holding back an important outcome and decide what to do next.

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Organizations Arist has worked with

Sales underperformance
The answer behind stalled sales, in 72 hours
One of the world’s largest medical device manufacturers found the root cause of sales underperformance in a $3B-a-year division.
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AI transformation
300% more effective AI usage in 8 weeks
One of the largest grocery chains in the US found what was blocking AI adoption, and cut $5M in AI spend.
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Commercial excellence
Unwinding a year of commercial missteps
A national retailer interviewed hundreds of managers to understand a year of commercial missteps, and help unwind them.
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You know what’s happening. Do you know why?

The dashboard shows which launch is slipping, where sales are behind, or how little an AI tool is being used. Finding out why usually takes interviews, scattered data, and months of analysis by consultants and internal teams. Arist brings those inputs together so leaders can move from symptoms to a clear diagnosis.

Arist powers the world’s most important launches, commercial excellence initiatives, and AI transformations, from GLP-1 rollouts to the US DOL’s AI adoption program.

⌕ Search findings, quotes, interviewsAll cohorts ▾+ Add filterDiagnosis complete

Executive diagnostic

Four gaps are putting launch revenue at risk

Launch readiness · Interviews across 8 accounts · Ranked by commercial impact

Impact map4 findings

Bigger and darker = greater business impact.

Associates can't explain the new line's value story

$4.2M · annual revenue at risk

84% coverage

Confusion about fit versus the core range

$2.6M · recoverable revenue

76% coverage

Price objection handling is inconsistent

$1.7M · expansion at risk

64% coverage

Merchandisers unsure how to set the new fixture

$1.0M · efficiency upside

52% coverage

VolumeInsightsConfidenceLive monitoring

Total calls completed

1,115

Example

How Arist works.

Arist’s research agents analyze dozens of internal data sources to find where the problem sits. They interview thousands of team members by AI voice, across roles and regions. Then they connect what people say with your data and surface the root causes and blockers, informed by hundreds of enterprise deployments.

Arist also includes one-on-one sessions with AI leaders, former McKinsey partners, and former Fortune 500 CEOs for further analysis, interpretation, and decision-making support.

61%

Field launch-ready

Findings · Field launch readiness

The field is on track, but two gaps put launch day at risk.

Readiness is highest among specialty reps and weakest in the South and Mountain regions, where certification is lagging. The two gaps most likely to cost deals on day one are unrehearsed payer objections and shaky head-to-head differentiation, both fixable in the five weeks remaining.

412 interviewed4 named bottlenecks5 weeks to launchGoal 90% ready

Example

30+
Languages
“Saving us millions in time and delivery cost.”
Lisa SimsExecutive Director, Learning Strategy & Operations, Novartis
“The speed, reach, and quality of Arist's AI agents and delivery method are unmatched.”
Abigail C. GoochGlobal Corporate Responsibility, Innovation and Engagement Leader, EY
- SOC 2
- ISO 27001
- ISO 27701
- ISO 42001

Enable excellence

Bring us an important business outcome that isn’t moving.

We’ll help you get to why.

Let’s chat

Your data tells you what. Arist tells you why.

The answer behind stalled sales, in 72 hours

300% more effective AI usage in 8 weeks

Unwinding a year of commercial missteps

You know what’s happening. Do you know why?

How Arist works.

Bring us an important business outcome that isn’t moving.

Your data tells you what.
Arist tells you why.