We’re a hands-on software engineering team, focused on AI, Data Science, and Web Scraping, built from the ground up. Our team holds advanced degrees (PhDs and Masters) in Computer Science from top universities. We’ve authored patents, published in international journals, and spent the last decade solving real-world problems for both startups and Fortune 500s.
What We Build
Machine Learning (ML) Systems - Design, train, and deploy production-grade ML systems. Our Offerings:
Computer Vision
Predictive & Causal Modeling
Natural Language Processing (NLP) and LLMs
Recommendation Systems
AI Agents & Autonomous Systems
Model Training & Deployment (TensorFlow, PyTorch, SageMaker)
On-device ML/Edge-computing (CoreML, AutoML)
Data Science & Engineering - Build data infrastructure and analytics that power decisions. Offerings:
Web, Mobile App Dev & UX/UI Design for Golf Booking Platform
Mobile App DevelopmentUX/UI DesignWeb Design
$200,000 to $999,999
Jan. 2025 - Ongoing
5.0
Quality
5.0
Schedule
5.0
Cost
5.0
Willing to Refer
5.0
"What stood out most about Algorithmic was the quality of their communication."
Nov 17, 2025
Founder, Fairway Finder
Ryan Walsh
Verified
Other industries
San Diego, California
1-10 Employees
Online Review
Verified
Algorithmic provides development and design services for a golf booking platform. The team is responsible for building the client's web and mobile apps, backend architecture, APIs, and scraping infrastructure.
Thanks to Algorithmic's work, the client has launched their platform, gaining around 25,000 monthly sessions and scalable data coverage. Algorithmic has demonstrated strong project management, communicated progress proactively, and been highly responsive to the client's needs during the engagement.
The client submitted this review online.
BACKGROUND
Please describe your company and position.
I am the Founder of Fairway Finder
Describe what your company does in a single sentence.
Fairway Finder is building golf’s universal booking layer, transforming how golfers discover, book, and manage tee times.
OPPORTUNITY / CHALLENGE
What specific goals or objectives did you hire Algorithmic to accomplish?
Become the single point of reference for finding tee times nation-wide in USA.
SOLUTION
How did you find Algorithmic?
Online Search
Why did you select Algorithmic over others?
High ratings
Good value for cost
Company values aligned
Talent
How many teammates from Algorithmic were assigned to this project?
2-5 Employees
Describe the scope of work in detail. Please include a summary of key deliverables.
Algorithmic serves as the primary development partner for Fairway Finder, responsible for architecting, building, and maintaining the entire platform across web, mobile, backend systems, and scraping infrastructure.
Summary of Key Deliverables:
- Backend Architecture & APIs: Designed and built the core backend services that power tee-time search, user accounts, alerts, payments, and all app functionality.
- Web Application: Developed the full fairwayfinder.io web app, including search, course pages, subscriptions, onboarding, and admin tools.
- iOS & Android Apps: Built and maintain the native mobile apps, including UI/UX implementation, API integration, notifications, and App Store/Play Store management.
- Scraping Infrastructure: Engineered and manage the large-scale scraping system used to gather real-time tee time data across hundreds of courses.
- Alerts System: Developed the real-time cancellation alert engine and notification pipeline.
Payments & Subscriptions: Integrated Stripe for billing, subscription management, promotions, and Tee Time Alerts migration.
- Ongoing Development: Ship continuous feature updates (pricing, favorites, deep links, spacial search, analytics, etc.) and provide long-term maintenance, monitoring, and optimization.
What were the measurable outcomes from the project that demonstrate progress or success?
Measurable Outcomes:
- Platform Launch Across All Surfaces: Delivered fully functional web, iOS, and Android apps, enabling golfers to search and receive alerts across every U.S. course.
- Rapid User Adoption: Reached ~25,000 monthly sessions, demonstrating strong early traction and market fit.
- High Engagement: Users consistently browse multiple courses per session, with strong repeat usage and retention across all platforms.
- Scalable Data Coverage: Built scraping infrastructure covering thousands of courses, enabling real-time tee-time search and alerts in 20+ states.
- Proven Monetization: Early users successfully completed paid subscriptions and convenience-fee bookings, validating the revenue model.
- Search & Alert Performance: Delivered sub-second search speeds and near-instant cancellation alerts, significantly improving user experience.
- Operational Reliability: Achieved strong uptime, automated monitoring, and scalable infrastructure capable of supporting national rollout.
Describe their project management. Did they deliver items on time? How did they respond to your needs?
Algorithmic has consistently demonstrated strong project management throughout the development of Fairway Finder. They work in a clear sprint-based workflow, communicate progress proactively, and provide structured timelines for each phase of development. While timelines occasionally shifted due to the complexity of the product, they were transparent about scope changes and always provided updated delivery expectations.
They’ve been highly responsive to my needs—quick to adjust priorities, troubleshoot urgent issues, and implement new features as the product evolved. Whether it was fixing a scraper, accelerating a mobile release, or supporting a major launch, they consistently stepped in and delivered. Overall, their communication, flexibility, and commitment to seeing the product succeed have been major strength
What was your primary form of communication with Algorithmic?
Virtual Meeting
What did you find most impressive or unique about this company?
What stood out most about Algorithmic was the quality of their communication and the way they approached the relationship. They never felt like a typical outsourced development shop—they operated much more like true partners who were invested in the success of Fairway Finder. They communicated clearly, proactively, and consistently, and they took the time to understand the product, the users, and the long-term vision. That sense of partnership and ownership is what truly set them apart.
Are there any areas for improvement or something Algorithmic could have done differently?
I don’t have any notable areas for improvement. My experience with Algorithmic has been consistently positive, and they delivered strong work across communication, development quality, and responsiveness.
RATINGS
5.0
Quality
5.0
Service & Deliverables
Schedule
5.0
On time / deadlines
Cost
5.0
Value / within estimates
Willing to Refer
5.0
NPS
CRM & AI Chatbot Dev & Design for Business Consulting Co
AI DevelopmentCRM Consulting and SICustom Software Development
$50,000 to $199,999
Apr. - Dec. 2024
5.0
Quality
5.0
Schedule
5.0
Cost
5.0
Willing to Refer
5.0
"Algorithmic's design was beautiful and clean, without adding unnecessary complexity."
Aug 15, 2025
Director, DOO Norm
Goran Drobnjak
Other industries
Podgorica, Montenegro
11-50 Employees
Online Review
Algorithmic designed and developed a custom CRM for a business consulting and accounting services company. The team enabled access via web and mobile and implemented an AI-powered chatbot for internal use.
Algorithmic's solution replaced several solutions, became the single data source for the client, and the chatbot handled many routine questions. The team was organized and transparent, met milestones, and discussed changes in advance to avoid surprises. Algorithmic's work quality stood out.
The client submitted this review online.
BACKGROUND
Please describe your company and position.
I am the Director of DOO Norm
Describe what your company does in a single sentence.
Business consulting and accounting services.
OPPORTUNITY / CHALLENGE
What specific goals or objectives did you hire Algorithmic to accomplish?
Replace multiple outdated tools with a unified CRM platform accessible via both web and mobile.
Enable our teams to use AI tools with sensitive data, respecting privacy.
SOLUTION
How did you find Algorithmic?
Online Search
Why did you select Algorithmic over others?
High ratings
Pricing fit our budget
Good value for cost
Good communication
How many teammates from Algorithmic were assigned to this project?
2-5 Employees
Describe the scope of work in detail. Please include a summary of key deliverables.
the scope covered the full design and build of a custom crm accessible on web and mobile, and accommodated our existing processes but modernized and integrated them within a single software.
key deliverables were:
web-based crm platform with role-based access
mobile crm app
ai-powered chatbot for internal use
rag-based search system to quickly retrieve internal documents
process documentation and architecture diagrams
data migration from legacy systems
deployment and onboarding support, plus ongoing feature enhancements post-launch
RESULTS & FEEDBACK
What were the measurable outcomes from the project that demonstrate progress or success?
the crm replaced several solutions and became the single source of truth for our customer and operational data. document search is now instant, and the chatbot takes care of many routine questions. adoption was quick, and we’ve been able to add new features without affecting daily work.
Describe their project management. Did they deliver items on time? How did they respond to your needs?
their project management was well-organized and transparent. milestones were met as planned, and any changes were discussed early so there were no surprises. they were responsive to questions, quick to address issues, and adapted when our priorities shifted during the project.
What was your primary form of communication with Algorithmic?
Virtual Meeting
Email or Messaging App
What did you find most impressive or unique about this company?
Algorithmic's design was beautiful and clean, without adding unnecessary complexity. they mapped our internal processes accurately, and the ai features, both the chat and the search, work really well, which isn’t always the case with similar tools. overall, the quality of the work was consistently high across design, development, and delivery.
Are there any areas for improvement or something Algorithmic could have done differently?
Everything was done well, we are happy with the results for the budgets we have allocated.
RATINGS
5.0
Quality
5.0
Service & Deliverables
Schedule
5.0
On time / deadlines
Cost
5.0
Value / within estimates
Willing to Refer
5.0
NPS
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