Understand how AI drives results
in your industry

Context Windows brings together case studies on what companies are doing with AI, from across the web. We compare their results so you can prioritise the use cases that are actually working.

30+ use cases, ranked for every industry2,838 real-world case studies (+123 last 30d days)

Real-world implementations from

T

Toyota ConnectedInternal knowledge search

H

Hyundai Motor GroupOperations automation

N

NestléInterview scheduling

U

UberCode generation

L

LG U+Customer search

N

NetflixContent production

H

HelloFreshAd campaign automation

H

HeadspaceSelf-service analytics

T

Toyota ConnectedInternal knowledge search

H

Hyundai Motor GroupOperations automation

N

NestléInterview scheduling

U

UberCode generation

L

LG U+Customer search

N

NetflixContent production

H

HelloFreshAd campaign automation

H

HeadspaceSelf-service analytics

Use case

Lead Qualification

+40%YoY

Key figures

48 stories feeding this ranking

Case studies

Culligan

Industrial & Manufacturing|Enterprise

Appointment scheduling

Dealers lost web leads to unanswered phone calls. Now, an AI SMS agent instantly books appointments 24/7 directly in Salesforce.

$650kRevenue Generated

Siemens

Industrial & Manufacturing|Enterprise

Lead qualification

Leads arrived unqualified, pulling engineers into days of BANT research. Two agents now qualify every inbound and brief sellers in minutes.

100%Lead Coverage

100% process coverage for ~2,500 inbound leads/month
132 countries covered by agentic lead qualification
80% of AI interactions rated Good or Very Good

via salesforce.com

Published Sep 17, 2026

Culligan

Industrial & Manufacturing|Enterprise

Appointment scheduling

Dealers lost web leads to unanswered phone calls. Now, an AI SMS agent instantly books appointments 24/7 directly in Salesforce.

$650kRevenue Generated

$650k revenue generated in 60 days
3,000+ appointments booked in 60 days
50-100 daily interactions handled by bot

via capacity.com

Published Jun 1, 2025

Most AI use cases are still picked by guesswork —
and 95% fail

Internal brainstorming only

Ideas from your team, no outside signal → Best guess prioritization

Momentum

?YoY

Traction

?case studies

Proven Impact

?score

Build vs Buy

?buy

Trial & error

Falling behind

Demos that impress, outcomes that don't

Ideas from your team, no outside signal

Best guess prioritization

Internal brainstorming only

Predictive maintenanceFraud detectionLead qualificationAgentic Customer ServicePersonalizationChurn predictionDocument extraction

4/35

Momentum

?YoY

Traction

?case studies

Proven Impact

?score

Build vs Buy

?buy

Strategy|Trial & error

Falling behind

Demos that impress, outcomes that don't

Use Case Intelligence

Your shortlisted ideas, validated against 2,800+ real implementations → Prioritise by what's already paying off

Momentum

+75%YoY

Traction

55case studies

Proven Impact

7.8score

Build vs Buy

33%buy

Focused bets

Real impact

Measurable ROI and competitive edge

Your shortlisted ideas, validated against 2,800+ real implementations

Prioritise by what's already paying off

Use Case Intelligence

Lead QualificationPredictive AnalyticsCall Scoring & Coaching

3/36

Momentum

+75%YoY

Traction

55case studies

Proven Impact

7.8score

Build vs Buy

33%buy

Strategy|Focused bets

Real impact

Measurable ROI and competitive edge

Use case intelligence lets you see the winners,
so you can be in the 5%

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