Custom AI Recommendation Engine Solutions for Media
Enhance viewer engagement with AI-driven content suggestions. Increase watch time by 50% and content discovery satisfaction by 70%.
Enhance viewer engagement with AI-driven content suggestions. Increase watch time by 50% and content discovery satisfaction by 70%.
8 founders booked a call this week
We’ve created products featured in
2x Cheaper
10x Faster
200+ Products Launched
100% 5* reviews on Clutch
Our Services
Content Discovery Challenges
Keeping audiences hooked with precision-driven AI picks.
Keeping audiences hooked with precision-driven AI picks.
Content Overload and Discovery
OTT platforms face the challenge of overwhelming users with vast content libraries, leading to decision fatigue and reduced engagement. Manual curation workflows are time-consuming and often fail to surface relevant content efficiently. Traditional tools rely on static metadata and basic user segmentation, lacking the dynamic adaptability required for personalized discovery. This results in wasted content potential and lower user satisfaction, negatively impacting retention and revenue growth. Compliance with content licensing and regional restrictions further complicates manual recommendations, increasing operational risks and inefficiencies.
Limited Content Personalization
Personalizing content at scale remains a significant bottleneck for media companies. Manual processes for segmenting audiences and tailoring recommendations are labor-intensive, often based on outdated heuristics or limited data. This leads to generic user experiences that fail to capture viewer preferences in real time. Current tools lack the integration of behavioral analytics and contextual AI, resulting in suboptimal targeting and lower engagement rates. The inability to automate personalization workflows causes wasted marketing spend and missed monetization opportunities, especially in competitive OTT markets.
Regulatory Compliance Gaps
OTT services operate under stringent regulatory frameworks including GDPR, CCPA, and regional content licensing agreements. Manual workflows for user data handling and recommendation logic increase the risk of non-compliance and data breaches. Existing recommendation systems often lack built-in compliance controls, making it difficult to enforce data minimization and user consent requirements. This oversight exposes media companies to legal penalties and reputational damage. Current tools also struggle to audit and document AI decision-making processes, complicating transparency and governance efforts.
Siloed Content Workflows
OTT platforms rely on multiple disparate systems including CMS, CRM, analytics, and ad tech. Manual integration of recommendation engines with these systems creates silos and data inconsistencies. This fragmented workflow leads to delays in content updates, inaccurate user profiling, and ineffective recommendation delivery. Existing tools often require complex custom development for each integration, increasing costs and time to market. The lack of seamless interoperability limits the ability of recommendation engines to leverage real-time data streams essential for adaptive user experiences.
Unscalable Recommendation Systems
As OTT platforms grow their user base and content libraries, recommendation engines must scale efficiently without compromising latency or accuracy. Manual tuning and legacy systems struggle to handle high query volumes and diverse user behavior patterns. This results in slow recommendation refresh rates and degraded user experience during peak times. Current tools often lack elastic infrastructure and AI models optimized for media-specific workloads, leading to wasted resources and increased operational costs. The inability to scale effectively hinders competitive positioning in fast-evolving markets.
Ready to replace chaos with clockwork?
Custom internal tools & lightweight SaaS products
that actually fit your business
How We Automate
How We Automate Content Discovery
AI curates shows and movies that fit every viewer’s taste.
AI curates shows and movies that fit every viewer’s taste.
Automated Content Discovery
Before AI adoption, content discovery relied heavily on manual tagging and static metadata, causing slow and irrelevant recommendations. By automating discovery with AI-powered natural language processing and user behavior analysis, OTT platforms can dynamically surface personalized content. This reduces manual workload by over 60% and increases content consumption by up to 35%. The AI continuously learns from viewer interactions, adapting recommendations in real time and improving user satisfaction. This workflow transformation enables editorial teams to focus on strategic content decisions rather than tedious tagging and curation tasks.
Personalized User Segmentation
Previously, user segmentation was based on broad demographics and manual profiling, limiting personalization depth. AI-driven clustering and predictive analytics automate segmentation by analyzing complex behavioral and contextual data. This workflow shift increases targeting precision by 40%, enabling hyper-personalized recommendations that boost engagement metrics. Automation reduces manual profiling time by 70%, allowing marketing teams to deploy campaigns faster and with higher ROI. The continuous feedback loop from AI models ensures segments evolve with changing user preferences, maintaining relevance over time.
Inefficient Compliance Enforcement
Before automation, compliance checks were manual, error-prone, and slowed recommendation deployment. AI-powered engines embed compliance rules directly into recommendation algorithms, automatically enforcing content restrictions and data privacy policies. This reduces compliance-related delays by 80% and mitigates legal risks significantly. The workflow now includes automated audit trails and real-time monitoring, enabling transparent governance and easier regulatory reporting. This integration streamlines operations while maintaining strict adherence to regional and global standards.
Fragmented System Integrations
Historically, recommendation engines required custom integrations with CMS, CRM, and analytics platforms, causing delays and data silos. AI recommendation solutions now offer pre-built connectors and API-first architectures that unify data streams effortlessly. This reduces integration time by 50% and ensures consistent user profiles across systems. Automated synchronization improves recommendation accuracy and speeds up content updates. The streamlined workflow eliminates manual data reconciliation, enabling faster decision-making and improved operational agility in complex OTT environments.
AI-powered
AI-Powered Content Personalization
Suggest the right shows at the right time to keep audiences engaged.
Suggest the right shows at the right time to keep audiences engaged.
Contextual Content Understanding
AI uses advanced NLP and computer vision to analyze video metadata, dialogue, and visuals, enabling deep contextual understanding of content. This feature integrates seamlessly with existing CMS to enrich metadata dynamically, improving recommendation relevance. OTT platforms see up to 30% uplift in user engagement as recommendations align better with viewer preferences and moods. The AI continuously updates content profiles, ensuring freshness and accuracy without manual intervention.
Predictive User Behavior Modeling
Leveraging machine learning, the engine predicts user preferences and viewing patterns based on historical and real-time data. Integrated with CRM and analytics tools, it enables proactive content suggestions and targeted marketing. Platforms benefit from a 25% increase in retention and a 20% rise in ad click-through rates. This AI capability automates complex behavioral analysis, freeing teams to focus on creative strategy.
Automated Compliance Enforcement
Built-in AI compliance modules automatically apply regional licensing restrictions and privacy regulations to recommendation logic. This reduces manual auditing and enforcement efforts by 75%, ensuring safe content delivery. The feature integrates with legal and content management systems to provide real-time compliance status and audit trails, minimizing risk exposure and operational overhead.
Adaptive Learning and Feedback Loops
The recommendation engine continuously learns from user feedback and engagement metrics, dynamically refining models without manual retraining. Integrated with analytics dashboards, this feature improves recommendation accuracy by 35% over time. It enables OTT platforms to respond rapidly to shifting viewer trends and content performance, maintaining competitive advantage through sustained personalization effectiveness.
Success Stories
See How Our Custom Tools Run Real Businesses
See How Our Custom Tools Run Real Businesses
200+ Launches. 5-Star Results. Countless hours saved for teams.
200+ Launches. 5-Star Results. Countless hours saved for teams.
Bellmade
Legacy App Rebuilt
Legacy App Rebuilt
12h/week
Revenue Lift
+20%
A redesigned tool with clean UX saves the founder's time and earns more.
Clean UX Design
Freeholder
Platform Migration
Project Time
8 weeks
Time Saved
10h/week
From spreadsheet chaos to one clean platform. Thanks to a custom tool that was tailor-made for their workflow.
Spreadsheet to Platform
Bunker Ex
Task Automation
Delivery Time
1 Month
Time Saved
10h/week
A custom-built mobile app ended support calls and gave clients real-time status updates.
Mobile App + Real-time Updates
Bellmade
Legacy App Rebuilt
Legacy App Rebuilt
12h/week
Revenue Lift
+20%
A redesigned tool with clean UX saves the founder's time and earns more.
Clean UX Design
Freeholder
Platform Migration
Project Time
8 weeks
Time Saved
10h/week
From spreadsheet chaos to one clean platform. Thanks to a custom tool that was tailor-made for their workflow.
Spreadsheet to Platform
Bunker Ex
Task Automation
Delivery Time
1 Month
Time Saved
10h/week
A custom-built mobile app ended support calls and gave clients real-time status updates.
Mobile App + Real-time Updates
Bellmade
Legacy App Rebuilt
Legacy App Rebuilt
12h/week
Revenue Lift
+20%
A redesigned tool with clean UX saves the founder's time and earns more.
Clean UX Design
Freeholder
Platform Migration
Project Time
8 weeks
Time Saved
10h/week
From spreadsheet chaos to one clean platform. Thanks to a custom tool that was tailor-made for their workflow.
Spreadsheet to Platform
Bunker Ex
Task Automation
Delivery Time
1 Month
Time Saved
10h/week
A custom-built mobile app ended support calls and gave clients real-time status updates.
Mobile App + Real-time Updates
Ready to replace chaos with clockwork?
Ready to replace chaos with clockwork?
Custom internal tools & lightweight SaaS products
that actually fit your business
⚡
Our Process
📦
Three Steps To Success
Think of Goodspeed as your integrated product team. We take care of discovery, design, development and delivery. While you take care of business.
01
Discovery & UX Flow
02
Build & Integrate
03
Delivery & Support
Duration:
1-3 weeks
We don’t start with features. We dig deep into your workflows and goals to design a lean, focused product plan.
Deep dive into your current systems
Prioritized scope: must-haves vs. nice-to-haves
User flows + wireframes that make sense
You leave with clarity, alignment, and a smart plan for what’s next.
⚡
Our Process
📦
Three Steps To Success
Think of Goodspeed as your integrated product team. We take care of discovery, design, development and delivery. While you take care of business.
01
Discovery & UX Flow
02
Build & Integrate
03
Delivery & Support
Duration:
1-3 weeks
We don’t start with features. We dig deep into your workflows and goals to design a lean, focused product plan.
Deep dive into your current systems
Prioritized scope: must-haves vs. nice-to-haves
User flows + wireframes that make sense
You leave with clarity, alignment, and a smart plan for what’s next.
⚡
Our Process
📦
Three Steps To Success
Think of Goodspeed as your integrated product team. We take care of discovery, design, development and delivery. While you take care of business.
01
Discovery & UX Flow
02
Build & Integrate
03
Delivery & Support
Duration:
1-3 weeks
We don’t start with features. We dig deep into your workflows and goals to design a lean, focused product plan.
Deep dive into your current systems
Prioritized scope: must-haves vs. nice-to-haves
User flows + wireframes that make sense
You leave with clarity, alignment, and a smart plan for what’s next.
Delivery Options
Delivery Options
Delivery Options
Choose the delivery mode that fits your compliance workflows.
Choose the delivery mode that fits your compliance workflows.
Web Applications
Web applications offer broad accessibility and centralized updates, ideal for compliance teams requiring consistent access across locations. Choose this mode for complex dashboards and multi-user collaboration.
Mobile Applications
Mobile apps provide on-the-go compliance management, enabling field agents and auditors to capture evidence and approve workflows in real-time. Best suited for distributed teams requiring offline capabilities.
Progressive Web Apps (PWAs)
PWAs combine the reach of web apps with native app features like offline use and push notifications. Ideal for organizations seeking lightweight deployments without app store dependencies.
Ongoing Support
Your Product Team, On Demand
Your Product Team, On Demand
We handle the product. You focus on growth.
We handle the product. You focus on growth.
Feature Updates & Bug Fixes
Continuous improvements and rapid issue resolution to keep your tool running smoothly
Prioritized Roadmap Sessions
Strategic planning sessions to align your product roadmap with business goals
Dedicated Designer + Developer
Your own expert team members who know your product inside and out
Slack + ClickUp Updates
Real-time communication and project tracking integrated into your workflow
“
"Felt like part of our team."
Robert Lo Blue
CEO, Freeholder
Loved by Entrepreneurs. Loved by Enterprises.
Businesses of all sizes trust Goodspeed to launch and grow their product
"Goodspeed listened to my needs and worked hard to get it done. They were fast and very helpful."
Kim Westerlund
CEO, The Branding Table
5.0
"They understood the problem I was trying to solve with my app."
Robert Lo Bue
CEO, Oxmore
5.0
"They work quickly and flexibly on a very tight timeline."
Erik Muckenschnabel
Product Lead, IT Services Startup
5.0
"Goodspeed is highly dedicated to providing the best experience possible for us."
Vincent Moser
Venture Developer, FoundersLane
5.0
"They're driven and experienced individuals who manage their team of remote engineers very effectively."
Charles Oxley
Director, Move
5.0
"It was great to see how fast they were able to ramp up our project and understand what we were trying to build."
Michael Kawas
Founder & CEO, GameU
5.0
"It was the best project management service I've experienced working with third-party developers or agencies."
Alex Rainey
Founder, My AskAI
5.0
"Their speed and ability to produce what was needed through no code was impressive."
Eric Spector
Owner, Bellmade
5.0
"Goodspeed is very responsive, and they try their best to put themselves in the shoes of their clients."
Yassine Larbi
Founder, Stratverse
5.0
Loved by Entrepreneurs. Loved by Enterprises.
Businesses of all sizes trust Goodspeed to launch and grow their product
"Goodspeed listened to my needs and worked hard to get it done. They were fast and very helpful."
Kim Westerlund
CEO, The Branding Table
5.0
"They understood the problem I was trying to solve with my app."
Robert Lo Bue
CEO, Oxmore
5.0
"They work quickly and flexibly on a very tight timeline."
Erik Muckenschnabel
Product Lead, IT Services Startup
5.0
"Goodspeed is highly dedicated to providing the best experience possible for us."
Vincent Moser
Venture Developer, FoundersLane
5.0
"They're driven and experienced individuals who manage their team of remote engineers very effectively."
Charles Oxley
Director, Move
5.0
"It was great to see how fast they were able to ramp up our project and understand what we were trying to build."
Michael Kawas
Founder & CEO, GameU
5.0
"It was the best project management service I've experienced working with third-party developers or agencies."
Alex Rainey
Founder, My AskAI
5.0
"Their speed and ability to produce what was needed through no code was impressive."
Eric Spector
Owner, Bellmade
5.0
"Goodspeed is very responsive, and they try their best to put themselves in the shoes of their clients."
Yassine Larbi
Founder, Stratverse
5.0
Loved by Entrepreneurs. Loved by Enterprises.
Businesses of all sizes trust Goodspeed to launch and grow their product
"Goodspeed listened to my needs and worked hard to get it done. They were fast and very helpful."
Kim Westerlund
CEO, The Branding Table
5.0
"They understood the problem I was trying to solve with my app."
Robert Lo Bue
CEO, Oxmore
5.0
"They work quickly and flexibly on a very tight timeline."
Erik Muckenschnabel
Product Lead, IT Services Startup
5.0
"Goodspeed is highly dedicated to providing the best experience possible for us."
Vincent Moser
Venture Developer, FoundersLane
5.0
"They're driven and experienced individuals who manage their team of remote engineers very effectively."
Charles Oxley
Director, Move
5.0
"Goodspeed is very responsive, and they try their best to put themselves in the shoes of their clients."
Yassine Larbi
Founder, Stratverse
5.0
"Their speed and ability to produce what was needed through no code was impressive."
Eric Spector
Owner, Bellmade
5.0
"It was the best project management service I've experienced working with third-party developers or agencies."
Alex Rainey
Founder, My AskAI
5.0
"It was great to see how fast they were able to ramp up our project and understand what we were trying to build."
Michael Kawas
Founder & CEO, GameU
5.0
Frequently Asked Questions
Frequently Asked Questions
Got any questions?
Got any questions?
We’re a media startup with limited dev resources. How do you handle projects when we don’t have engineers available?
That’s a common scenario for founders and ops leads in fast-moving OTT/media companies. We act as your full-stack partner, handling everything from product design to deployment. Our team is set up to take ownership of the technical build and maintenance, freeing you from hiring or managing devs, while keeping you in strategic control and involved in key decisions.
Can you replace our legacy SaaS tools with something more modern and flexible?
Absolutely. Legacy SaaS often locks you into rigid workflows and slow updates. We build custom apps that give you full ownership and flexibility, designed specifically for your business logic and user experience. This means faster iteration cycles, no vendor lock-in, and a product that evolves as your media offerings and audience demands change.
What kind of apps do you build exactly? Are you able to support mobile user experiences?
We build web apps, progressive web apps (PWAs), and native mobile apps focused on delivering fast, smooth, and intuitive experiences. Whether it’s an internal ops dashboard, a client-facing content portal, or a subscriber engagement app, we tailor the tech to your audience and use case. We don’t build cloud SaaS platforms or hybrid deployments, so our work is always focused on clean, performant apps.
How do you ensure the UX is clear and easy to use for both our internal teams and external clients?
We prioritize simplicity and clarity from day one, involving your team in the design process to understand real user needs. Our UX designers focus on reducing friction, streamlining workflows, and making sure every interaction feels intuitive. We also iterate quickly based on feedback, so the app evolves in line with how your teams and clients actually work.
We want to scale our internal operations. How do your solutions help with that?
Scaling internal ops means automating repetitive tasks, providing visibility, and enabling collaboration. Our custom apps integrate your existing data sources and workflows into one platform that’s easy to manage and extend. This reduces manual handoffs, cuts down errors, and gives your ops leads real-time insights to make smarter decisions faster.
Are we locked into your platform or can we take the code and run with it later?
We believe strongly in ownership and no vendor lock-in. You own the code and all the IP from day one. We build using standard web technologies and provide full documentation, so if you want to take over development or move to another provider in the future, you can do so without hurdles.
How do you handle integrations with our existing OTT platforms, CMS, or analytics tools?
We design integrations as part of the app architecture, connecting via APIs to your OTT platforms, CMS, ad servers, or analytics tools. Our team assesses your current stack and builds seamless data flows to avoid double entry or data silos. This ensures your custom app acts as a single source of truth and supports your growth goals.
What’s the typical timeline from kickoff to launch for a media ops or client-facing app?
Timelines vary based on complexity, but we emphasize speed without cutting corners. For a typical MVP web or mobile app, we aim for 8-12 weeks from kickoff to launch. We break the project into clear milestones with continuous demos and feedback loops, so you’re never left waiting or in the dark.
How do you support ongoing updates and feature requests post-launch?
We offer flexible post-launch support plans tailored to your needs—whether that’s regular sprints for new features, urgent bug fixes, or strategic product advice. Because we built the app, we can move quickly and efficiently, helping you keep pace with audience expectations and market changes.
We want a client-facing tool that feels premium and on-brand—can you handle design and branding too?
Yes, design is a core part of what we do. Our UX/UI team works closely with your brand and marketing leads to create polished, on-brand interfaces that resonate with your users. We focus on delivering a premium feel while ensuring usability and performance aren’t compromised.
Get in touch
Ready to Build Smarter?
Explore how we can turn your idea into a scalable product fast with low-code, AI, and a battle-tested process.
Don't need a call? Email harish@goodspeed.studio
We’ve created products featured in
Get in touch
Ready to Build Smarter?
Explore how we can turn your idea into a scalable product fast with low-code, AI, and a battle-tested process.
Don't need a call? Email harish@goodspeed.studio
We’ve created products featured in
Get in touch
Ready to Build Smarter?
Explore how we can turn your idea into a scalable product fast with low-code, AI, and a battle-tested process.
Don't need a call? Email harish@goodspeed.studio
We’ve created products featured in
Goodspeed is a top-rated no-code/low-code and Bubble agency with 200+ custom internal tools and SaaS products delivered. Our team combines product strategy, AI, and Bubble to build clean, scalable software fast and at a fraction of the cost.
Goodspeed is a top-rated no-code/low-code and Bubble agency with 200+ custom internal tools and SaaS products delivered. Our team combines product strategy, AI, and Bubble to build clean, scalable software fast and at a fraction of the cost.
Goodspeed is a top-rated no-code/low-code and Bubble agency with 200+ custom internal tools and SaaS products delivered. Our team combines product strategy, AI, and Bubble to build clean, scalable software fast and at a fraction of the cost.