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Free consultation
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A leading podcast platform partnered with Dataforest to replace manual recommendations with an AI-powered personalization engine. The new system analyzes user behavior and context in real time to deliver tailored suggestions in under 0.5 seconds, handling up to 20 recommendations per second. This resulted in 7× higher user engagement, enhancing listener experience and significantly increasing the client’s revenue.
7
×
higher user engagement
<
0.5
secs
average recommendation delivery speed
~
20
recommendations/sec throughput
Databricks
TensorFlow
Spark
PostgreSQL
Databricks vector search
THE CHALLENGE
The podcast platform relied on static, manually curated recommendations that couldn’t adapt to user behavior. This restricted engagement, slowed revenue growth, and left the platform behind competitors who leveraged dynamic personalization.
Recommendations weren’t responsive to user preferences, resulting in low engagement and poor discovery of new content.
The system lacked pipelines to process data instantly, preventing real-time insights and timely content delivery.
With no recommendation system for users without history, new listeners had a poor first experience.
The legacy approach couldn’t support rapid growth in users and content, limiting future expansion.
Validate your strategy with a 1-Week PoC
Validate your strategy with a 1-Week PoC
THE SOLUTION
We built a flexible recommendation model that processes diverse user signals in real time. It delivers highly relevant podcast suggestions, improving user engagement by 7x and enabling scalable growth.
Developed real-time ETL pipelines to collect and process behavioral data, ensuring accuracy and enabling consistent recommendations.
Used contextual data such as time, location, and language to deliver relevant suggestions for new users without history.
Created a system with multiple recommendation modules and a ranking model that scales with users and content growth.
Integrated listening history, comments, and metadata to generate recommendations across all content types, boosting relevance.
THE RESULT
A leading podcast platform in Saudi Arabia and the MENA region needed to replace its static, manually curated recommendations to drive growth and user satisfaction. DATAFOREST delivered a scalable AI-powered recommendation engine that personalizes podcast suggestions in real time based on user behavior, preferences, and context.
We developed a modular system with a learning-based ranking model and a real-time data pipeline to process user activity efficiently. Key challenges included scaling architecture, integrating diverse interaction signals, and solving the cold start problem for new users. It was addressed by combining behavioral data with contextual metadata (e.g., time, language, location). Recommendations now auto-update every 48 hours, ensuring ongoing relevance and eliminating manual work.
This transformation enabled the podcast to personalize content at scale, increase user satisfaction, boost revenue, and future-proof its platform with a flexible, data-driven solution.
average recommendation delivery speed
personalized recommendations processed per second
higher user engagement compared to the manual system (A/B tested)
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Step 1 of 5
Free consultation
Step 2 of 5
Discovering And Feasibility Analysis
Step 3 of 5
Solution Development
Step 4 of 5
Solution Delivery
Step 5 of 5
Support And Continuous Improvement
Step 1 of 5
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Step 5 of 5
customer retention boost
profit growth
Christopher Loss
The team has met all requirements. DATAFOREST produces high-quality deliverables on time and at excellent value.
forecasting accuracy
out-of-stock reduced
Andrew M.
I think what is really special about the DATAFOREST service is its flexibility, openness, and level of quality and expertise.
leads managed on the platform
conversion rate
Email marketing SaaS platform
model accuracy
timely development
Enrico Cattabiani
They understood our requirements, translated into actions rapidly, and adapted to requests easily.
sales growth
traffic boost
Jeremy Groves
They developed solutions that brought value to our business.
model accuracy
timely development
Enrico Cattabiani
They understood our requirements, translated into actions rapidly, and adapted to requests easily.
model accuracy
timely development
Enrico Cattabiani
They understood our requirements, translated into actions rapidly, and adapted to requests easily.
model accuracy
timely development
Enrico Cattabiani
They understood our requirements, translated into actions rapidly, and adapted to requests easily.
customer retention boost
profit growth
Christopher Loss
The team has met all requirements. DATAFOREST produces high-quality deliverables on time and at excellent value.
Model accuracy
Attributes labeled with vision LLM
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Model accuracy
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seconds for doc generation
doc actions with notifications
Andy Tomka
If you are looking for a strong product manager who takes the time to become enmeshed in your business and industry, then Maryna is the person for the job.
Model accuracy
Attributes labeled with vision LLM
Revolutionizing Image Detection Workflow with Gen AI Automation
pages processed daily
updates checking
Sebastian Torrealba
These guys are fully dedicated to their client's success and go the extra mile to ensure things are done right.
CX boost
cost optimization
Gonzalo Ramos
DATAFOREST is reliable in delivering quality solutions. Besides, they demonstrate effective project management and communication despite working remotely.
FTE costs reduction
revenue growth
Aleksandr Kharin
They immediately understood needs and expectations and assembled an excellent team to ensure the project is delivered on time and within budget. They remain very flexible and responsive.
data processed
accuracy improvement
Sean B.
Great work! The team provided an excellent solution for consolidating our data from multiple sources and creating valuable insights for our business.
DB entries daily
sources integrations
Lesley D.
We are extremely satisfied with the automated and streamlined process that DATAFOREST has provided for us.
performance boost
monitoring
Dean Schapiro
Not only are they experts in their domains, but they are also provide perfect outcomes.
DB entries
integrated sources
Charlie White
Their communication was great, and their ability to work within our time zone was very much appreciated.
productivity boost
increase in sales
Mark S.
The team reliably achieves what they promise and does so at a competitive price. Another impressive trait is their ability to prioritize features more critical to the core solution.
total unique users
products monitored
Josef Ganim
AI-Powered E-commerce Platform: Data-Driven Case
customer retention boost
profit growth
Christopher Loss
The team has met all requirements. DATAFOREST produces high-quality deliverables on time and at excellent value.
pages processed daily
updates checking
Sebastian Torrealba
These guys are fully dedicated to their client's success and go the extra mile to ensure things are done right.
customer retention boost
profit growth
Christopher Loss
The team has met all requirements. DATAFOREST produces high-quality deliverables on time and at excellent value.
faster service
CX boost
Brian Bowman
Technically proficient and solution-oriented.
productivity boost
increase in sales
Mark S.
The team reliably achieves what they promise and does so at a competitive price. Another impressive trait is their ability to prioritize features more critical to the core solution.
increase in sales
revenue boost
Amir R.
They easily understand industry-specific data and KPIs, and their efficiency as a team allows them to deliver results quickly.
model accuracy
timely development
Enrico Cattabiani
They understood our requirements, translated into actions rapidly, and adapted to requests easily.
total unique users
products monitored
Josef Ganim
AI-Powered E-commerce Platform: Data-Driven Case
system integrations
CX boost
Stuart Theobald
They've had a quick grasp of what we are trying to do and delivered to our spec without a fuss.
model accuracy
timely development
Enrico Cattabiani
They understood our requirements, translated into actions rapidly, and adapted to requests easily.
performance boost
monitoring
Dean Schapiro
Not only are they experts in their domains, but they are also provide perfect outcomes.
performance boost
cost optimization
Daniel Garner
The team of DATAFOREST is very skilled and equipped with high knowledge.
performance boost
monitoring
Dean Schapiro
Not only are they experts in their domains, but they are also provide perfect outcomes.
forecasting accuracy
out-of-stock reduced
Andrew M.
I think what is really special about the DATAFOREST service is its flexibility, openness, and level of quality and expertise.
FTE costs reduction
revenue growth
Aleksandr Kharin
They immediately understood needs and expectations and assembled an excellent team to ensure the project is delivered on time and within budget. They remain very flexible and responsive.
supplier integrations
cost reduction
David Schwarz
DATAFOREST has the best data engineering expertise we have seen on the market in recent years.
productivity boost
increase in sales
Mark S.
The team reliably achieves what they promise and does so at a competitive price. Another impressive trait is their ability to prioritize features more critical to the core solution.
manual work reduced
system integrations
Michelle Nguyen
Their technical knowledge and skills offer great advantages. The entire team has been extremely professional.
manual work reduced
pages processed daily
Jonathan Lien
They always find cutting-edge solutions, and they help bring our ideas to life.
pages processed daily
updates checking
Sebastian Torrealba
These guys are fully dedicated to their client's success and go the extra mile to ensure things are done right.
Sales quality ratio vs. human agents
voice bot response latency — faster than human reaction time
AI-Powered Cold Calling: Real-Time Voice-to-Voice Conversations
increase in sales
dead zones removed
Jared D.
DATAFOREST provides meaningful shopper-behavior Insights. They are very responsive and effective, trying to engineer and offer the best fit solution.
data processed
accuracy improvement
Sean B.
Great work! The team provided an excellent solution for consolidating our data from multiple sources and creating valuable insights for our business.
manual work reduced
pages processed daily
Jonathan Lien
They always find cutting-edge solutions, and they help bring our ideas to life.
system integrations
CX boost
Stuart Theobald
They've had a quick grasp of what we are trying to do and delivered to our spec without a fuss.
total unique users
products monitored
Josef Ganim
AI-Powered E-commerce Platform: Data-Driven Case
system integrations
CX boost
Stuart Theobald
They've had a quick grasp of what we are trying to do and delivered to our spec without a fuss.
system integrations
CX boost
Stuart Theobald
They've had a quick grasp of what we are trying to do and delivered to our spec without a fuss.
system integrations
CX boost
Stuart Theobald
They've had a quick grasp of what we are trying to do and delivered to our spec without a fuss.
faster service
CX boost
Brian Bowman
Technically proficient and solution-oriented.
customer retention boost
profit growth
Christopher Loss
The team has met all requirements. DATAFOREST produces high-quality deliverables on time and at excellent value.
sec photo delivery
user face similarity
Gen AI Hairstyle Try-On Solution
FTE costs reduction
revenue growth
Aleksandr Kharin
They immediately understood needs and expectations and assembled an excellent team to ensure the project is delivered on time and within budget. They remain very flexible and responsive.
sec photo delivery
user face similarity
Gen AI Hairstyle Try-On Solution
CX boost
cost optimization
Gonzalo Ramos
DATAFOREST is reliable in delivering quality solutions. Besides, they demonstrate effective project management and communication despite working remotely.
sales growth
traffic boost
Jeremy Groves
They developed solutions that brought value to our business.
total unique users
products monitored
Josef Ganim
AI-Powered E-commerce Platform: Data-Driven Case
DB entries
integrated sources
Charlie White
Their communication was great, and their ability to work within our time zone was very much appreciated.
sales growth
traffic boost
Jeremy Groves
They developed solutions that brought value to our business.
performance boost
cost optimization
Daniel Garner
The team of DATAFOREST is very skilled and equipped with high knowledge.
manual work reduced
pages processed daily
Jonathan Lien
They always find cutting-edge solutions, and they help bring our ideas to life.
manual work reduced
system integrations
Michelle Nguyen
Their technical knowledge and skills offer great advantages. The entire team has been extremely professional.
model accuracy
timely development
Enrico Cattabiani
They understood our requirements, translated into actions rapidly, and adapted to requests easily.
manual work reduced
work experience boost
Bernd Herzmann
DATAFOREST has an excellent workflow and provide constant and close communication. The team brings in a range of technical talent to address issues as they arise.
sales growth
traffic boost
Jeremy Groves
They developed solutions that brought value to our business.
sales growth
traffic boost
Jeremy Groves
They developed solutions that brought value to our business.
customer retention boost
profit growth
Christopher Loss
The team has met all requirements. DATAFOREST produces high-quality deliverables on time and at excellent value.
sales growth
traffic boost
Jeremy Groves
They developed solutions that brought value to our business.
sales growth
traffic boost
Jeremy Groves
They developed solutions that brought value to our business.
system integrations
CX boost
Stuart Theobald
They've had a quick grasp of what we are trying to do and delivered to our spec without a fuss.
system integrations
CX boost
Stuart Theobald
They've had a quick grasp of what we are trying to do and delivered to our spec without a fuss.
total unique users
products monitored
Josef Ganim
AI-Powered E-commerce Platform: Data-Driven Case
CX boost
cost optimization
Gonzalo Ramos
DATAFOREST is reliable in delivering quality solutions. Besides, they demonstrate effective project management and communication despite working remotely.
QPS performance
cost reduction
Robert P.
They have very intelligent people on their team — people that I would gladly hire and pay for myself.
QPS performance
cost reduction
Robert P.
They have very intelligent people on their team — people that I would gladly hire and pay for myself.
performance boost
cost optimization
Daniel Garner
The team of DATAFOREST is very skilled and equipped with high knowledge.
productivity boost
increase in sales
Mark S.
The team reliably achieves what they promise and does so at a competitive price. Another impressive trait is their ability to prioritize features more critical to the core solution.
forecasting accuracy
out-of-stock reduced
Andrew M.
I think what is really special about the DATAFOREST service is its flexibility, openness, and level of quality and expertise.
forecasting accuracy
out-of-stock reduced
Andrew M.
I think what is really special about the DATAFOREST service is its flexibility, openness, and level of quality and expertise.
customer retention boost
profit growth
Christopher Loss
The team has met all requirements. DATAFOREST produces high-quality deliverables on time and at excellent value.
increase in sales
revenue boost
Amir R.
They easily understand industry-specific data and KPIs, and their efficiency as a team allows them to deliver results quickly.
productivity boost
increase in sales
Mark S.
The team reliably achieves what they promise and does so at a competitive price. Another impressive trait is their ability to prioritize features more critical to the core solution.
forecasting accuracy
out-of-stock reduced
Andrew M.
I think what is really special about the DATAFOREST service is its flexibility, openness, and level of quality and expertise.
client experience improved
boosted speed of the new workflow
Improve chatbot efficiency and usability with AI Agent
increase in sales
dead zones removed
Jared D.
DATAFOREST provides meaningful shopper-behavior Insights. They are very responsive and effective, trying to engineer and offer the best fit solution.
data processed
accuracy improvement
Sean B.
Great work! The team provided an excellent solution for consolidating our data from multiple sources and creating valuable insights for our business.
manual work reduced
pages processed daily
Jonathan Lien
They always find cutting-edge solutions, and they help bring our ideas to life.
system integrations
CX boost
Stuart Theobald
They've had a quick grasp of what we are trying to do and delivered to our spec without a fuss.
total unique users
products monitored
Josef Ganim
AI-Powered E-commerce Platform: Data-Driven Case
system integrations
CX boost
Stuart Theobald
They've had a quick grasp of what we are trying to do and delivered to our spec without a fuss.
system integrations
CX boost
Stuart Theobald
They've had a quick grasp of what we are trying to do and delivered to our spec without a fuss.
system integrations
CX boost
Stuart Theobald
They've had a quick grasp of what we are trying to do and delivered to our spec without a fuss.
faster service
CX boost
Brian Bowman
Technically proficient and solution-oriented.
customer retention boost
profit growth
Christopher Loss
The team has met all requirements. DATAFOREST produces high-quality deliverables on time and at excellent value.
sec photo delivery
user face similarity
Gen AI Hairstyle Try-On Solution
FTE costs reduction
revenue growth
Aleksandr Kharin
They immediately understood needs and expectations and assembled an excellent team to ensure the project is delivered on time and within budget. They remain very flexible and responsive.
sec photo delivery
user face similarity
Gen AI Hairstyle Try-On Solution
CX boost
cost optimization
Gonzalo Ramos
DATAFOREST is reliable in delivering quality solutions. Besides, they demonstrate effective project management and communication despite working remotely.
sales growth
traffic boost
Jeremy Groves
They developed solutions that brought value to our business.
total unique users
products monitored
Josef Ganim
AI-Powered E-commerce Platform: Data-Driven Case
DB entries
integrated sources
Charlie White
Their communication was great, and their ability to work within our time zone was very much appreciated.
sales growth
traffic boost
Jeremy Groves
They developed solutions that brought value to our business.
performance boost
cost optimization
Daniel Garner
The team of DATAFOREST is very skilled and equipped with high knowledge.
manual work reduced
pages processed daily
Jonathan Lien
They always find cutting-edge solutions, and they help bring our ideas to life.
manual work reduced
system integrations
Michelle Nguyen
Their technical knowledge and skills offer great advantages. The entire team has been extremely professional.
model accuracy
timely development
Enrico Cattabiani
They understood our requirements, translated into actions rapidly, and adapted to requests easily.
manual work reduced
work experience boost
Bernd Herzmann
DATAFOREST has an excellent workflow and provide constant and close communication. The team brings in a range of technical talent to address issues as they arise.
sales growth
traffic boost
Jeremy Groves
They developed solutions that brought value to our business.
sales growth
traffic boost
Jeremy Groves
They developed solutions that brought value to our business.
customer retention boost
profit growth
Christopher Loss
The team has met all requirements. DATAFOREST produces high-quality deliverables on time and at excellent value.
sales growth
traffic boost
Jeremy Groves
They developed solutions that brought value to our business.
sales growth
traffic boost
Jeremy Groves
They developed solutions that brought value to our business.
system integrations
CX boost
Stuart Theobald
They've had a quick grasp of what we are trying to do and delivered to our spec without a fuss.
system integrations
CX boost
Stuart Theobald
They've had a quick grasp of what we are trying to do and delivered to our spec without a fuss.
total unique users
products monitored
Josef Ganim
AI-Powered E-commerce Platform: Data-Driven Case
CX boost
cost optimization
Gonzalo Ramos
DATAFOREST is reliable in delivering quality solutions. Besides, they demonstrate effective project management and communication despite working remotely.
QPS performance
cost reduction
Robert P.
They have very intelligent people on their team — people that I would gladly hire and pay for myself.
QPS performance
cost reduction
Robert P.
They have very intelligent people on their team — people that I would gladly hire and pay for myself.
performance boost
cost optimization
Daniel Garner
The team of DATAFOREST is very skilled and equipped with high knowledge.
productivity boost
increase in sales
Mark S.
The team reliably achieves what they promise and does so at a competitive price. Another impressive trait is their ability to prioritize features more critical to the core solution.
forecasting accuracy
out-of-stock reduced
Andrew M.
I think what is really special about the DATAFOREST service is its flexibility, openness, and level of quality and expertise.
forecasting accuracy
out-of-stock reduced
Andrew M.
I think what is really special about the DATAFOREST service is its flexibility, openness, and level of quality and expertise.
customer retention boost
profit growth
Christopher Loss
The team has met all requirements. DATAFOREST produces high-quality deliverables on time and at excellent value.
increase in sales
revenue boost
Amir R.
They easily understand industry-specific data and KPIs, and their efficiency as a team allows them to deliver results quickly.
productivity boost
increase in sales
Mark S.
The team reliably achieves what they promise and does so at a competitive price. Another impressive trait is their ability to prioritize features more critical to the core solution.
forecasting accuracy
out-of-stock reduced
Andrew M.
I think what is really special about the DATAFOREST service is its flexibility, openness, and level of quality and expertise.
tailored recommendations delivery
products supported by the platform
LLM-Powered Recommendation System
increase in sales
dead zones removed
Jared D.
DATAFOREST provides meaningful shopper-behavior Insights. They are very responsive and effective, trying to engineer and offer the best fit solution.
data processed
accuracy improvement
Sean B.
Great work! The team provided an excellent solution for consolidating our data from multiple sources and creating valuable insights for our business.
manual work reduced
pages processed daily
Jonathan Lien
They always find cutting-edge solutions, and they help bring our ideas to life.
system integrations
CX boost
Stuart Theobald
They've had a quick grasp of what we are trying to do and delivered to our spec without a fuss.
total unique users
products monitored
Josef Ganim
AI-Powered E-commerce Platform: Data-Driven Case
system integrations
CX boost
Stuart Theobald
They've had a quick grasp of what we are trying to do and delivered to our spec without a fuss.
system integrations
CX boost
Stuart Theobald
They've had a quick grasp of what we are trying to do and delivered to our spec without a fuss.
system integrations
CX boost
Stuart Theobald
They've had a quick grasp of what we are trying to do and delivered to our spec without a fuss.
faster service
CX boost
Brian Bowman
Technically proficient and solution-oriented.
customer retention boost
profit growth
Christopher Loss
The team has met all requirements. DATAFOREST produces high-quality deliverables on time and at excellent value.
sec photo delivery
user face similarity
Gen AI Hairstyle Try-On Solution
FTE costs reduction
revenue growth
Aleksandr Kharin
They immediately understood needs and expectations and assembled an excellent team to ensure the project is delivered on time and within budget. They remain very flexible and responsive.
sec photo delivery
user face similarity
Gen AI Hairstyle Try-On Solution
CX boost
cost optimization
Gonzalo Ramos
DATAFOREST is reliable in delivering quality solutions. Besides, they demonstrate effective project management and communication despite working remotely.
sales growth
traffic boost
Jeremy Groves
They developed solutions that brought value to our business.
total unique users
products monitored
Josef Ganim
AI-Powered E-commerce Platform: Data-Driven Case
DB entries
integrated sources
Charlie White
Their communication was great, and their ability to work within our time zone was very much appreciated.
sales growth
traffic boost
Jeremy Groves
They developed solutions that brought value to our business.
performance boost
cost optimization
Daniel Garner
The team of DATAFOREST is very skilled and equipped with high knowledge.
manual work reduced
pages processed daily
Jonathan Lien
They always find cutting-edge solutions, and they help bring our ideas to life.
manual work reduced
system integrations
Michelle Nguyen
Their technical knowledge and skills offer great advantages. The entire team has been extremely professional.
model accuracy
timely development
Enrico Cattabiani
They understood our requirements, translated into actions rapidly, and adapted to requests easily.
manual work reduced
work experience boost
Bernd Herzmann
DATAFOREST has an excellent workflow and provide constant and close communication. The team brings in a range of technical talent to address issues as they arise.
sales growth
traffic boost
Jeremy Groves
They developed solutions that brought value to our business.
sales growth
traffic boost
Jeremy Groves
They developed solutions that brought value to our business.
customer retention boost
profit growth
Christopher Loss
The team has met all requirements. DATAFOREST produces high-quality deliverables on time and at excellent value.
sales growth
traffic boost
Jeremy Groves
They developed solutions that brought value to our business.
sales growth
traffic boost
Jeremy Groves
They developed solutions that brought value to our business.
system integrations
CX boost
Stuart Theobald
They've had a quick grasp of what we are trying to do and delivered to our spec without a fuss.
system integrations
CX boost
Stuart Theobald
They've had a quick grasp of what we are trying to do and delivered to our spec without a fuss.
total unique users
products monitored
Josef Ganim
AI-Powered E-commerce Platform: Data-Driven Case
CX boost
cost optimization
Gonzalo Ramos
DATAFOREST is reliable in delivering quality solutions. Besides, they demonstrate effective project management and communication despite working remotely.
QPS performance
cost reduction
Robert P.
They have very intelligent people on their team — people that I would gladly hire and pay for myself.
QPS performance
cost reduction
Robert P.
They have very intelligent people on their team — people that I would gladly hire and pay for myself.
performance boost
cost optimization
Daniel Garner
The team of DATAFOREST is very skilled and equipped with high knowledge.
productivity boost
increase in sales
Mark S.
The team reliably achieves what they promise and does so at a competitive price. Another impressive trait is their ability to prioritize features more critical to the core solution.
forecasting accuracy
out-of-stock reduced
Andrew M.
I think what is really special about the DATAFOREST service is its flexibility, openness, and level of quality and expertise.
forecasting accuracy
out-of-stock reduced
Andrew M.
I think what is really special about the DATAFOREST service is its flexibility, openness, and level of quality and expertise.
customer retention boost
profit growth
Christopher Loss
The team has met all requirements. DATAFOREST produces high-quality deliverables on time and at excellent value.
increase in sales
revenue boost
Amir R.
They easily understand industry-specific data and KPIs, and their efficiency as a team allows them to deliver results quickly.
productivity boost
increase in sales
Mark S.
The team reliably achieves what they promise and does so at a competitive price. Another impressive trait is their ability to prioritize features more critical to the core solution.
forecasting accuracy
out-of-stock reduced
Andrew M.
I think what is really special about the DATAFOREST service is its flexibility, openness, and level of quality and expertise.
of valid input are processed
insights delivery
Automating Reporting and Analysis with Intelligent AI Chatbots
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