Case Studies

AI Systems Engineering Case Studies | Enterprise-Deployed Solutions

Explore how AGIX Technologies engineers Operational, Conversational, Decision, and Agentic Intelligence across healthcare, finance, retail, education, travel, and global enterprises — not as features, but as production-ready systems.

Showing 28 case studies

EN

Enova

Fintech
Decision
Operational

AI-powered credit decisioning system enabling faster, fairer lending at scale.

Challenge

Manual underwriting and rigid scoring models limiting approval speed and inclusivity.

Result

Faster loan approvals, improved risk accuracy, expanded credit access.

Quantified Impact

51%

29%

Approval Rate

+76%

780 ms

3.2 sec

Decision Time

76% faster
DA

Dave

Fintech
Conversational
Decision

Generative AI assistant delivering human-like financial guidance to users.

Challenge

High support load and lack of personalized financial advice at scale.

Result

Reduced support dependency and improved user engagement with AI-driven assistance.

Quantified Impact

1.2 min

6.5 min

First Response Time

82% faster

38K/mo

89K/mo

Support Tickets (Tier 1)

-57%
OC

Ocrolus

Fintech
Enterprise Knowledge
Operational

AI document intelligence engine for automated financial workflows.

Challenge

Manual document review slowing down fintech operations.

Result

Significant reduction in processing time and operational cost.

Quantified Impact

1.6 min

9.4 min

Document Processing Time

83% faster

38%

87%

Manual Review Dependency

-56%
BH

Babylon Health

Healthcare
Conversational
Decision

AI-driven patient intake, symptom triage, and care routing at scale.

Challenge

Overloaded healthcare systems with inefficient triage and routing.

Result

Improved patient flow, faster triage, and optimized clinician workload.

Quantified Impact

94%

76%

Triage Accuracy

+24%

8 min

45 min

Patient Wait Time

82% faster
KT

Kite Therapy

Healthcare
Decision
Agentic

AI matchmaking engine connecting children to the right therapy providers.

Challenge

Manual therapist matching causing delays in care delivery.

Result

Faster placement and better therapy outcomes for families.

Quantified Impact

<10 days

6-9 weeks

Wait Time for First Match

85% faster

7.4%

18%

No-Show Rate

-59%
HD

Hello Driven

Healthcare
Conversational
Agentic

AI-powered mental resilience coach for scalable emotional wellbeing.

Challenge

Limited access to personalized mental health support.

Result

Always-on AI coaching with improved engagement and reach.

Quantified Impact

5.8 sessions/week

2.1 sessions/week

User Engagement

+176%

Instant

24-48 hrs

Response Time

100% faster
AL

Albertsons

Retail
Operational
Decision

AI-driven consumer behavior analytics for predictive restocking.

Challenge

Stockouts and overstocking due to static demand planning.

Result

Improved inventory accuracy and reduced waste.

Quantified Impact

6.3%

18%

Out-of-Stock Rate (Top 100 SKUs)

-65%

72%

27%

Repeat Purchase Conversion

+167%
KR

Kroger

Retail
Operational
Decision

Predictive AI engine enabling smart reordering and cart automation.

Challenge

Inefficient replenishment impacting customer experience.

Result

Optimized ordering cycles and higher cart completion rates.

Quantified Impact

84%

61%

Cart Completion Rate

+38%

91%

67%

Reorder Prediction Accuracy

+36%
SF

Stitch Fix

Retail
Decision
Agentic

AI stylist engine delivering hyper-personalized fashion recommendations.

Challenge

Scaling personal styling without increasing human cost.

Result

Higher customer satisfaction and repeat purchases.

Quantified Impact

78%

52%

Styling Accuracy

+50%

86%

64%

Keep Rate

+34%
UB

Ulta Beauty

Retail
Decision
Conversational

Predictive AI engine for personalized marketing and loyalty engagement.

Challenge

Generic campaigns failing to convert diverse customer segments.

Result

Increased engagement and loyalty program effectiveness.

Quantified Impact

8.7%

3.2%

Campaign Conversion Rate

+172%

74%

41%

Loyalty Program Engagement

+80%
QU

Quizlet

Education
Decision
Agentic

AI-powered study engine for predictive and personalized learning.

Challenge

One-size-fits-all learning paths reducing retention.

Result

Adaptive learning experiences with improved outcomes.

Quantified Impact

78%

53%

Study Session Completion

+47%

+13.9%

+5.6%

Test Score Improvement

+148%
KN

Knewton

Education
Decision

Real-time adaptive learning powered by continuous AI feedback loops.

Challenge

Static curricula unable to adapt to individual learner needs.

Result

Highly personalized education journeys.

Quantified Impact

94%

12%

Learning Path Personalization

+683%

71%

34%

Course Completion Rate

+109%
RL

Riiid Labs

Education
Decision

Adaptive AI engine for test mastery and learning optimization.

Challenge

Poor exam readiness due to lack of adaptive feedback.

Result

Improved learner performance and accuracy.

Quantified Impact

+124 pts

+45 pts

Score Improvement

+176%

42 hrs

100 hrs

Study Time Efficiency

58% faster
HH

Hilton Hotels

Hospitality
Conversational
Decision

Enterprise AI for end-to-end guest personalization.

Challenge

Fragmented guest data across systems.

Result

Personalized experiences and improved guest satisfaction.

Quantified Impact

92/100

78/100

Guest Satisfaction

+18%

87%

34%

Personalization Accuracy

+156%
HO

HouseCanary

Real Estate
Decision

AI platform for real-time real estate valuation and market insights.

Challenge

Inaccurate and delayed property valuations.

Result

More accurate pricing and faster decision-making.

Quantified Impact

97.4%

89%

Valuation Accuracy

+9.4%

< 1 hour

3-5 days

Time to Valuation

99% faster
MI

Mindtrip

Travel
Conversational

Conversational AI for effortless travel ideation and planning.

Challenge

Complex travel planning overwhelming users.

Result

Faster itinerary creation and higher engagement.

Quantified Impact

12 min

4.5 hours

Itinerary Creation Time

96% faster

7.8 sessions

2.3 sessions

User Engagement

+239%
PO

PolyAI

Voice AI
Conversational
Agentic

Multilingual voice AI assistant delivering human-like customer service at enterprise scale.

Challenge

High call volumes and inconsistent customer experience across regions.

Result

24/7 automated voice support with improved resolution rates and lower support costs.

Quantified Impact

89%

62%

Call Resolution Rate

+44%

3.1 min

8.2 min

Average Handle Time

62% faster
BR

Brainfish

Voice AI
Conversational
Enterprise Knowledge

Domain-specific AI chatbot enabling instant, high-accuracy customer support.

Challenge

Slow ticket resolution and overdependence on human agents.

Result

Faster self-service resolution and reduced support workload.

Quantified Impact

78%

23%

Self-Service Resolution

+239%

96%

71%

Response Accuracy

+35%
PA

Properti AI

Real Estate
Conversational
Decision

AI chatbot for personalized property discovery and buyer engagement.

Challenge

Manual lead handling and poor personalization in property search.

Result

Higher-quality leads and faster buyer decision cycles.

Quantified Impact

81/100

42/100

Lead Quality Score

+93%

< 30 sec

4.2 hours

Response Time

99% faster
DC

Dartmouth College

Education
Conversational
Operational

24/7 AI helpdesk assistant for campus-wide IT support.

Challenge

High IT support demand outside office hours.

Result

Always-on IT assistance and reduced helpdesk backlog.

Quantified Impact

67%

-

Ticket Deflection Rate

New capability

78%

0%

After-Hours Resolution

+100%
SU

Suno

Creative AI
Agentic
Decision

Text-to-music AI engine enabling instant audio composition.

Challenge

Complex music creation workflows limiting creative experimentation.

Result

Rapid content creation and democratized music production.

Quantified Impact

< 2 min

2-4 weeks

Time to First Track

99% faster

14M+

-

User Creations/Month

New capability
IN

Innit

Food & Lifestyle
Decision
Operational

AI sous-chef delivering personalized cooking guidance and pantry intelligence.

Challenge

Disconnected food planning, shopping, and cooking experiences.

Result

Personalized meal guidance and reduced food waste.

Quantified Impact

-34%

-

Food Waste Reduction

-34%

8 min/week

45 min/week

Meal Planning Time

82% faster
HU

Hungryroot

Food & Lifestyle
Decision
Operational

AI-driven meal planning and grocery customization platform.

Challenge

Generic meal plans failing to match dietary preferences.

Result

Higher customer retention and personalized nutrition journeys.

Quantified Impact

91%

54%

Meal Match Accuracy

+69%

72%

38%

Customer Retention (6-mo)

+89%
NA

Navan

Travel
Conversational
Decision

AI assistant for business travel planning and smart expense management.

Challenge

Manual expense reporting and fragmented travel workflows.

Result

Streamlined travel booking and faster expense reconciliation.

Quantified Impact

12 min

3.2 hours

Expense Processing Time

94% faster

94%

67%

Policy Compliance

+40%
GE

GeoVea

Travel
Conversational

Dynamic AI assistant for tailored travel itineraries.

Challenge

Time-consuming itinerary planning with low personalization.

Result

Highly personalized travel plans generated instantly.

Quantified Impact

< 5 min

6+ hours

Itinerary Creation Time

99% faster

91/100

34/100

Personalization Score

+168%
LE

Luxury Escapes

Travel
Conversational
Agentic

Concierge-grade AI chatbot for premium travel experiences.

Challenge

Scaling high-touch concierge service globally.

Result

Luxury-grade personalization delivered at scale.

Quantified Impact

4,500 guests/day

120 guests/day

Concierge Capacity

+3,650%

< 30 sec

2.4 hours

Response Time

99% faster
NA

Naratix

Retail
Agentic
Enterprise Knowledge

Intelligent AI agents for multilingual e-commerce content creation.

Challenge

Manual product content creation across global markets.

Result

Faster content localization and improved conversion.

Quantified Impact

12 min/product

4.5 hours/product

Content Creation Time

96% faster

28 languages

3 languages

Language Coverage

+833%
AL

AlphaSense

Market Intelligence
Enterprise Knowledge
Decision

Real-time AI engine for market intelligence and research automation.

Challenge

Slow manual research across fragmented data sources.

Result

Faster insights and improved strategic decision-making.

Quantified Impact

< 15 min

8+ hours

Research Time

97% faster

10,000+

12

Data Sources Analyzed

+83,233%
Production-Ready AI

These Aren't Demos. These Are Deployed AI Systems.

Every case study represents a production AI system engineered for scale, compliance, and real business impact — across voice, agents, prediction, automation, and intelligence layers.