blackthorn.ai

BACKGROUND

Please describe your company and position.

I am the CTO of Ubikare

Describe what your company does in a single sentence.

Ubikare develops software for the management of people cared for in homes and hospitals.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire blackthorn.ai to accomplish?

• Stabilize a live healthcare platform after previous outsourcing attempts left production issues unresolved.
• Fix a critical SSO/login authentication problem quickly, without risking backend changes.
• Implement a full frontend UI/UX redesign based strictly on our Figma designs, while keeping API compatibility.

SOLUTION

How did you find blackthorn.ai?

Clutch Site

Why did you select blackthorn.ai over others?

• Great culture fit
• Good value for cost
• Other

How many teammates from blackthorn.ai were assigned to this project?

6-10 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

• They reviewed the existing frontend codebase and the current SSO configuration in a live environment, identified the root cause of the login/authentication issue, and fixed it without touching backend services. This restored reliable user access quickly and reduced operational risk.
• They implemented a comprehensive UI redesign strictly according to our Figma designs, updating core navigation, key screens, and primary user flows. The work was done fully frontend-only while maintaining compatibility with existing APIs and data contracts. 
• Throughout delivery, they ran continuous manual QA and regression testing, fixed issues across redesigned flows, and kept delivery predictable through weekly demos and alignment sessions.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

• Critical SSO/login issue resolved and access stabilized within the first 1–2 weeks (no backend changes).
• ~80% of the core UI updated as part of the redesign.
• 8-week end-to-end delivery under a managed model with predictable weekly demos.
• 0 backend changes, which minimized risk for a live healthcare platform.
• Improved stability and smoother primary user flows across redesigned sections (navigation, home, profile, and key feature screens).

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Blackthorn AI's management was characterized by being structured and delivery-focused, maintaining clear weekly priorities, consistent demos, proactive risk management, and continuous QA/regression to avoid breaking production. We had no major complaints, as the work was performed in a structured, timely, and carefully handled manner for a live, regulated healthcare environment. What impressed us the most was their ability to take over a fragile frontend in production, quickly fix a critical authentication issue, and then deliver a large UI redesign with strong QA discipline, all while keeping scope controlled and avoiding risky backend changes. 

What was your primary form of communication with blackthorn.ai?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

Their ability to take over a fragile frontend in production, fix a critical authentication issue fast, and then deliver a large UI redesign with strong QA discipline - all while keeping scope controlled and avoiding risky backend changes.

Are there any areas for improvement or something blackthorn.ai could have done differently?

They were an ideal partner for this project. Given their effectiveness and professionalism, we have decided to engage them as our regular development partners.

BACKGROUND

Please describe your company and position.

I am the COO of Indeema Software

Describe what your company does in a single sentence.

IoT software and product engineering service provider

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire blackthorn.ai to accomplish?

• Develop machine learning algorithms to process and analyze physiological data from wearable devices.
• Build an AI-powered backend pipeline integrated with our cloud and mobile stack.
• Enable real-time diagnostic logic and anomaly detection for use in clinical-grade applications.

SOLUTION

How did you find blackthorn.ai?

Clutch Site

Why did you select blackthorn.ai over others?

• High ratings
• Pricing fit our budget
• Great culture fit
• Good value for cost
• Other

How many teammates from blackthorn.ai were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

Blackthorn AI served as our AI partner on a healthtech project focused on wearable-based diagnostics. Their team developed and deployed machine learning models that process biosignals in real time — including denoising, feature extraction, classification, and anomaly detection.

Key deliverables included:

Custom ML models for ECG/physiological data interpretation

Real-time anomaly scoring and alerting logic

Full data pipeline architecture integrated into our cloud infrastructure

Backend APIs for clinical dashboards and mobile data access

Coordination with our firmware and mobile teams to ensure seamless system performance

The solution was optimized for accuracy, latency, and future regulatory alignment (HIPAA/GxP).

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

Real-time biosignal analysis with <200ms latency

Production-ready ML logic in 3 months

99.95% system uptime in testing

Internal dev time saved: ~2–3 months

Enabled live demo for clinical partners ahead of schedule

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Honestly, no complaints. The work was structured, timely, and of high quality.

What was your primary form of communication with blackthorn.ai?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

Their depth in AI, especially around modeling physiological data for regulated use cases.

They understood both the data science and the constraints of building in healthcare, latency, compliance, reliability.

Also appreciated their proactive input on making our architecture more scalable and audit-friendly.

Are there any areas for improvement or something blackthorn.ai could have done differently?

Nothing everything was done as requested

BACKGROUND

Please describe your company and position.

I am the founder&ceo of Young Business Club

Describe what your company does in a single sentence.

Business Match is a mobile app that helps people build strong business relationships. Using an interest matching algorithm, entrepreneurs can search for partnerships, investments, and mentors. Business Match connects entrepreneurs who are open to collaboration, business, and friendly communication in real time. You don’t need to ask, “Is a potential partner open to collaboration right now?” The app knows in advance. You can start communicating right away. Based on a wide range of criteria, the system ranks potential entrepreneurs who may be useful to you. Here are some key indicators: Common goals – if you select “Looking for an investor,” the algorithm will show you people who are looking for investment projects and are located in your region; Business interests – priority is given to entrepreneurs from your business sector. Experience shows that the fastest growth occurs through sharing experiences and learning from each other; Geo – first of all, you see people who are closer to your location; Passions – Choose from over 150 hobbies and find someone who shares your passion. Most people first find common ground in values ​​and hobbies. Business interests come later. The free version gives users access to the basic features of the program: daily viewing of 20 profiles of people with common interests, messaging and a calendar of business events. For just $6.99 per week, you get unlimited access to over 1,000 professional entrepreneurs, unlimited partner selection and the “Social Capital” feature, which allows you to create lists of interesting people.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire blackthorn.ai to accomplish?

• Build an AI agent for smart member matching based on Zoho CRM data and onboarding audio interviews.
• Deploy cloud infrastructure (GCP) and RAG based on Supabase vector database for semantic search.
• Integrate the service with the mobile app and CRM webhooks, delivering clear match explanations and icebreaker questions.

SOLUTION

How did you find blackthorn.ai?

Clutch Site

Why did you select blackthorn.ai over others?

Deep expertise in building AI products around client-specific data, fast MVP

How many teammates from blackthorn.ai were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

Blackthorn AI developed the matching microservice and the entire AI subsystem. Key deliverables:

LLM agent recommending relevant contacts, explaining “why,” and generating icebreaker questions.
Zoho CRM integration; ingestion and analysis of profiles, events, payments, and onboarding forms.
Vector database syncing textual data and voice-to-text transcripts from onboarding calls.
Matching API + webhooks for data updates; GCP deployment (Docker, CI/CD).
PoC for external data acquisition: SerpAPI/Perplexity; feasibility study for LinkedIn/Facebook/Instagram.
Business rules for matching: location, revenue, hobbies, industry, family status, goals, company size, “what I seek/offer.”

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

High-accuracy AI matching - consistently delivered 5–10 top-fit member recommendations with contextual explanations, rated 85%+ relevant by pilot users.

Increased member engagement - users receiving AI-suggested icebreakers started 2.3× more conversations versus the control group.

Operational time savings - automated profile parsing and data enrichment reduced manual CRM work by ~60% for community managers.

Higher data quality - profile completeness improved from 62% to 88% within the first month after rollout.

Real-time scalability - GCP + vector database architecture enabled sub-1.5-second match generation, supporting thousands of simultaneous users without slowdowns.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Honestly, no complaints. The work was structured, timely, and of high quality.

What was your primary form of communication with blackthorn.ai?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

Depth of AI expertise: from data contracts and source quality to LLM selection and explainable matching; plus proactive ideas like event-matching and external data PoCs.

Are there any areas for improvement or something blackthorn.ai could have done differently?

Honestly, no complaints. The work was structured, timely, and of high quality.

BACKGROUND

Please describe your company and position.

I am the Director of Mediery

Describe what your company does in a single sentence.

AI-powered E-commerce

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire blackthorn.ai to accomplish?

• Design and develop a Generative AI system for automatic e-commerce website creation.
• Architect and implement an Agentic AI framework with role-specific task orchestration.
• Deliver high-quality UX/UI and frontend development to ensure usable, scalable outputs.

SOLUTION

How did you find blackthorn.ai?

Clutch Site

Why did you select blackthorn.ai over others?

• Great culture fit
• Company values aligned

How many teammates from blackthorn.ai were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

During development, the team implemented the Agentic AI website generator engine, as well as the backend and frontend for both the user and admin interfaces. The deliverables included full UX/UI design of the landing page, onboarding flow, e-commerce website templates, and the web platform.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

We successfully launched an MVP platform with functional AI-based website generation, user onboarding, and admin analytics tools. The platform reduced website setup time by over 80% for our beta users. We raised more capital from investors and are now in the next phase of the development, where we add more features to the platform.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Blackthorn AI's ability to combine product design with applied generative AI was impressive. Their speed and structured approach helped us move from idea to MVP without bottlenecks.

What was your primary form of communication with blackthorn.ai?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

Their ability to dive deep into our use case and suggest improvements proactively, especially when it came to optimizing cloud costs and making the platform more scalable.
The team felt like an extension of ours from day one.

Are there any areas for improvement or something blackthorn.ai could have done differently?

UX design could be more creative. 

BACKGROUND

Please describe your company and position.

I am the Co-Founder of Embrox Solutions

Describe what your company does in a single sentence.

Embrox Solutions designs and develops advanced embedded systems, IoT solutions, and custom hardware for clients across healthcare, automotive, energy, and industrial sectors.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire blackthorn.ai to accomplish?

• Build AI-powered data processing logic to interpret raw sensor inputs.
• Design and implement a secure cloud architecture for connected IoT devices.
• Develop a web-based admin dashboard with role-based access control and real-time analytics.

SOLUTION

How did you find blackthorn.ai?

Referral

Why did you select blackthorn.ai over others?

strong reputation in AI infrastructure and startup-speed execution

How many teammates from blackthorn.ai were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

Blackthorn was responsible for building the full backend and analytics stack of our smart sensing device.

Key deliverables included:

• AI logic to trigger alerts and flag anomalies
• Ground-up AIOps setup with Terraform + monitoring tools
• Secure cloud infrastructure (GCP-based)
• Real-time API for streaming sensor data
• Role-based admin panel for managing devices and reviewing metrics

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

• Device-to-cloud communication achieved with <150ms latency
• 99.9% uptime during the testing period
• Functional admin dashboard delivered in 4 weeks
• Enabled us to demo the system to a potential hardware manufacturer ahead of schedule
• Saved 2–3 months of internal dev time

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Tight and transparent.
Blackthorn used 2-week sprints with demos and GitHub milestones.
Communication was async-first (Slack, Notion), but always responsive and helpful.

What was your primary form of communication with blackthorn.ai?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

Their ability to dive deep into our use case and suggest improvements proactively — especiall when it came to optimizing cloud costs and making the platform more scalable.

The team felt like an extension of ours from day one.

Are there any areas for improvement or something blackthorn.ai could have done differently?

No, all is good.

BACKGROUND

Please describe your company and position.

I am the BDM of a software company 

Describe what your company does in a single sentence.

Full-Cycle Blockchain Development company

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire blackthorn.ai to accomplish?

• Build an AI-driven trading platform for multiple financial instruments.
• Implement advanced RL models instead of traditional supervised learning.
• Achieve strong net returns through simulation and real trading.

SOLUTION

How did you find blackthorn.ai?

Online Search

Why did you select blackthorn.ai over others?

• High ratings
• Pricing fit our budget
• Good value for cost
• Company values aligned

How many teammates from blackthorn.ai were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

We hired Blackthorn.ai to build a fully automated trading system from the ground up. They developed a Deep Reinforcement Learning engine, created custom simulators to test strategies, and built an automated pipeline for training and deploying trading agents across 14+ financial instruments.

They also delivered a clean web dashboard for monitoring performance and implemented measures to avoid detection by exchange anti-bot systems. The entire system runs with minimal human input and adapts to real-time market changes — exactly what we needed.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

The system delivered clear, measurable results. In simulation, the deployed trading agents achieved a monthly net profit ranging from 18% to 61%. In real trading conditions, the platform showed consistent gains of 3% to 28% per month, even after accounting for stop-loss and take-profit thresholds.

We also saw a major reduction in manual effort — the entire process of agent training, testing, selection, and deployment is now fully automated. The platform now supports 14+ financial instruments, and we’ve significantly accelerated our go-to-market timeline thanks to this system. 

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Blackthorn.ai managed the project very effectively. They were highly organized, communicated clearly, and delivered key milestones on time. We had regular check-ins and used tools like Slack and Jira to stay aligned throughout the process.

They were also very responsive to our feedback and quick to adjust priorities when needed. Even with a technically complex scope, they stayed flexible and proactive — making sure our needs were met at every stage. 

What was your primary form of communication with blackthorn.ai?

Virtual Meeting

What did you find most impressive or unique about this company?

What impressed us most about Blackthorn.ai was their ability to tackle highly complex problems with innovative solutions. Instead of relying on traditional methods, they took a bold approach by using Deep Reinforcement Learning, which was exactly what we needed to stay competitive in the market. Their technical expertise, combined with a deep understanding of financial markets, allowed them to deliver a sophisticated and scalable system that far exceeded our expectations. Additionally, their responsiveness and willingness to adapt to our evolving needs set them apart as a truly client-focused partner.

Are there any areas for improvement or something blackthorn.ai could have done differently?

Can not think about any.

BACKGROUND

Please describe your company and position.

I am the CEO of Dalriada Drug Discovery

Describe what your company does in a single sentence.

Small Molecule Drug Discovery utlizing multi-proteomics

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire blackthorn.ai to accomplish?

• We aimed to streamline and scale its biotech operations by addressing inefficiencies in managing and analyzing large volumes of multi-omics data. Our primary goals were to centralize data infrastructure, automate data processing workflows, and enhance the user experience for both internal researchers and external customers through a unified research portal.

SOLUTION

How did you find blackthorn.ai?

conference

Why did you select blackthorn.ai over others?

• High ratings
• Pricing fit our budget
• Great culture fit
• Good value for cost
• Referred to me
• Company values aligned

How many teammates from blackthorn.ai were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

Blackthorn.ai designed and implemented a centralized data warehouse to harmonize multi-omics data from various sources. They developed automated data processing pipelines and built a user-friendly web portal that supports both internal research workflows and external customer interactions, including online purchases. The project included full-stack development, data engineering, and UX design.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

Describe key metrics or indicators of success resulting from this project
Significant reduction in data processing time
Improved and unified collaboration across research teams
Increased customer engagement through the online portal
Enhanced scalability of operations across geographies and programs
Positive feedback from internal users and external clients

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Highly responsive, delivered on time, including support on weekends where timelines were tight. 

What was your primary form of communication with blackthorn.ai?

• In-Person Meeting
• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

They were highly skilled in both development and scientific application needs in discovery. Deep appreciation of the business strategic needs and user experience. 

Are there any areas for improvement or something blackthorn.ai could have done differently?

Everything was excellent !

BACKGROUND

Please describe your company and position.

I am the CEO of Aleannlab LLC

Describe what your company does in a single sentence.

Full-Cycle web Development company

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire blackthorn.ai to accomplish?

• The primary objective was to develop a fast, safe, accurate, remote system for detecting landmines, reducing the risks associated with manual detection, and increasing the efficiency and coverage of demining operations.

SOLUTION

How did you find blackthorn.ai?

Online Search

Why did you select blackthorn.ai over others?

• High ratings
• Pricing fit our budget
• Good value for cost
• Company values aligned

How many teammates from blackthorn.ai were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

The project involved developing an AI-driven drone system for landmine detection. Blackthorn.ai began with research and data collection, gathering aerial images of landmines and terrains to identify challenges. They then augmented the dataset and developed a baseline computer vision model using CNN.

The next phase included integrating the drones with the detection software and conducting field tests to gather real-time data. Blackthorn.ai optimized the model over several weeks, refining it based on performance in various terrains.

The final phase involved deploying the system and conducting extensive field testing to ensure real-world effectiveness. Key deliverables included a research report, an augmented dataset, an integrated detection system, an optimized AI model, and field-tested deployment results.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

The project successfully improved detection accuracy by 22%, increased speed by 20-fold, reduced costs by 80%, enhanced safety with a 90% decrease in accidents, and achieved significant gains in environmental sustainability and scalability.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Blackthorn.ai demonstrated strong project management throughout the entire process. They consistently delivered items on time, adhering to the agreed-upon schedule for each phase of the project, including research, model development, drone integration, and field testing. They were highly responsive to our needs, offering regular updates and proactively addressing any concerns. Their team was flexible and agile, adjusting the model and system based on our feedback and real-world testing results. Overall, their communication was clear, and their commitment to meeting deadlines and delivering a high-quality solution was evident throughout the project.

What was your primary form of communication with blackthorn.ai?

Virtual Meeting

What did you find most impressive or unique about this company?

What I found most impressive about Blackthorn.ai was their ability to combine cutting-edge AI technology with practical, real-world applications in a highly complex and sensitive field like landmine detection. Their deep understanding of the challenges in the domain, coupled with their ability to integrate drones and AI seamlessly, made a significant impact on improving safety, efficiency, and cost-effectiveness. Additionally, their proactive approach to problem-solving, responsiveness to feedback, and commitment to meeting deadlines stood out, making them a reliable and innovative partner for such a critical project.

Are there any areas for improvement or something blackthorn.ai could have done differently?

There are no significant areas for improvement in Blackthorn.ai's work. The system they delivered was highly efficient, user-friendly, and met all project objectives. Their project management, responsiveness, and technical expertise were top-notch, and there was no need for major adjustments in the design or implementation. Everything was executed as expected, and the results exceeded our expectations.

BACKGROUND

Please describe your company and position.

 I am the CEO of an it services company 

Describe what your company does in a single sentence.

We do web design and development for B2B compnies and start-ups

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire blackthorn.ai to accomplish?

• We had a request from one of our customer to do AI integration with their SAAS plarform which we redesigned

SOLUTION

How did you find blackthorn.ai?

Online Search

Why did you select blackthorn.ai over others?

• High ratings
• Close to my geographic location
• Pricing fit our budget
• Referred to me
• Company values aligned
• Found attractive their experience in HelthCare

How many teammates from blackthorn.ai were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

We partnered with Blackthorn.ai as a white-label provider to support the redesign of a Healthcare B2B SaaS platform for one of our clients. Our internal team led the UI/UX overhaul and core product development, but to meet the client’s growing need for AI-powered features, we brought in additional expertise.

Blackthorn.ai’s role focused on AI software development, including the implementation of features such as predictive analytics, intelligent notifications, and natural language processing to improve data handling and user interaction. They also collaborated with us on the technical architecture, helping design a scalable AI framework that integrated smoothly with the existing platform.

Working fully under our brand, their team became an extension of ours, closely aligned with our processes and timelines. Together, we delivered custom AI functionality that automated workflows, enhanced decision-making, and provided a more personalized experience for healthcare professionals. The partnership not only helped us meet the client’s expectations but also strengthened our technical capabilities in a high-demand area like AI in healthcare.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

The project led to several measurable outcomes that demonstrated clear progress and success. Post-launch, the client reported a 30% increase in platform engagement from healthcare professionals, attributed to the improved user experience and the introduction of AI-driven features. The predictive analytics and automation tools significantly reduced manual data processing time by over 40%, streamlining daily workflows for end-users.

Additionally, the integration of intelligent alerts and data insights helped medical teams respond faster and make more informed decisions, contributing to a notable improvement in operational efficiency. From a technical perspective, the system’s scalability and performance also improved, with a 25% reduction in load times and greater stability under increased user traffic.

Overall, the successful integration of AI not only enhanced the value of the platform but also strengthened the client’s positioning in a competitive healthcare tech market.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Blackthorn.ai managed the project efficiently and delivered everything on time. They adapted well to our workflow, communicated clearly, and responded quickly whenever we needed adjustments. Their reliability and flexibility made collaboration smooth and effective.

What was your primary form of communication with blackthorn.ai?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

They were clearly well-versed in healthcare from our very first meeting. The team members assigned to the project had deep, relevant expertise—it’s rare to find a team with such a strong, specialized skill set. 

Are there any areas for improvement or something blackthorn.ai could have done differently?

Can not find any

BACKGROUND

Please describe your company and position.

I am the Head of Partnerships of Software Development Company

Describe what your company does in a single sentence.

Software Development Company with our products.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire blackthorn.ai to accomplish?

• To protect the IP, its pre-processing steps, and models.
• To create a versioned, standalone executable Docker image for the toolchain’s processing, which is run from the command line to process local data.
• To develop a software toolchain that takes complex AI/ML models developed in its own environment and makes them executable in a standalone context by clients, for example, in predictive mode (or other forms of inference).

SOLUTION

How did you find blackthorn.ai?

• Referral
• Clutch Site

Why did you select blackthorn.ai over others?

• High ratings
• Pricing fit our budget
• Great culture fit
• Good value for cost
• Company values aligned

How many teammates from blackthorn.ai were assigned to this project?

6-10 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

• Collecting and analyzing requirements, framing the problem, and scoping the work.
• Development and testing of the IP packaging toolchain API.  A command line toolchain executable or script takes a manifest as a command line parameter and model details (name, version), gathers all the inputs, and packages them for execution as a Docker image.
• Defensive coding for bad inputs or unexpected runtime environment issues.
• Development of the modular workflow: allowing dry runs, run up to specific stage (config validation, obfuscation, docker packaging, etc.)
• Refactor the code according to the agreed changes and update the tests accordingly.
• Adding automated unit and integration tests to improve the validation of the packaging and obfuscation strategies. 

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

• A software repository that can be used to build the AI packaging toolchain.
• The customer can execute each model autonomously.
• The customer cannot open the packaged ML model and relevant source code. 
• A user receiving the executable cannot reverse engineer the code and model parameters.
• Download of model executable and model source code are restricted by identity and access management.
• Models are clearly versioned.
• A command line executable should take inputs from an addressable file system and output model prediction to the file system.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Their project management for our initiative was highly efficient and well-organized. All deliverables were consistently provided on time, ensuring that every deadline was met without delays. They responded promptly to our needs, demonstrating a flexible and attentive approach to any changes or requests we had. Overall, their professional and customer-focused project management contributed to a smooth and successful collaboration.

What was your primary form of communication with blackthorn.ai?

• In-Person Meeting
• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

The most impressive and unique about this company was their exceptional commitment to customer satisfaction and their team's initiative and ability to work autonomously. They met all project deadlines and went above and beyond to address our specific needs and requests. Their proactive communication and willingness to adapt to changes ensured a seamless workflow.

The team demonstrated remarkable initiative, often anticipating our needs and providing solutions without requiring constant direction. Their innovative approach and expertise in their field set them apart, consistently delivering high-quality solutions that exceeded our expectations.

Are there any areas for improvement or something blackthorn.ai could have done differently?

I am delighted with the work of the Blackthorn.ai team and plan to continue collaborating with them. Their performance has proven more effective than our in-house team's, primarily due to their specialized expertise in Biotech and Life Sciences areas. Their deep knowledge and experience in this field have significantly contributed to the success of our projects, making them an invaluable partner.