ThirstySprout

BACKGROUND

Please describe your company and position.

I am the co-founder and CEO of 360tf

Describe what your company does in a single sentence.

A global trade finance gateway headquartered in Singapore, committed to simplifying, digitising, and expanding access to trade finance for corporates and financial institutions across emerging and developed markets.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire ThirstySprout to accomplish?

• We hired ThirstySprout to build an AI-powered trade document and letter of credit (LC) scrutiny engine. The system parses, sanitizes, and verifies cross-border trade paperwork. This includes Letters of Credit, Bills of Lading, and Invoices

SOLUTION

How did you find ThirstySprout?

• Online Search
• Referral

Why did you select ThirstySprout over others?

• Great culture fit
• Good value for cost
• Referred to me

How many teammates from ThirstySprout were assigned to this project?

2-5 Employees

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

ThirstySprout built multimodal ingestion pipelines. They used advanced OCR and large language models to process scanned multi-page documents. They set up an internal RAG system containing ICC UCP 600 guidelines. They built cross-document reconciliation logic to verify product descriptions, amounts, and dates between invoices and LCs. They designed a visual alert interface within our 360tf BankSecure platform. The interface highlights discrepancies to operational teams in plain text. The system is purely advisory. Final financial approvals remain manual. Partner bank backend systems were explicitly out of scope.

RESULTS & FEEDBACK

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

Yes. Transaction processing time dropped from 2.5 days to 45 seconds on average. The system achieved 94% accuracy on discrepancy detection across 500 test documents. Discrepancy rejection rates from partner banks decreased by 62% during the pilot phase.

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

Workflow was efficient and structured. ThirstySprout used Jira for sprint tracking. They provided bi-weekly demo sessions. Our team joined a 45-minute progress call each Tuesday. Critical issues were resolved within 12 hours on average.

What was your primary form of communication with ThirstySprout?

• Virtual Meeting
• Email or Messaging App

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

ThirstySprout's technical depth with multimodal ingestion was strong. The OCR handled blurry scanned documents effectively. Their understanding of UCP 600 compliance rules was accurate. They also documented all pipeline configurations thoroughly.

Are there any areas for improvement or something ThirstySprout could have done differently?

Yes. The initial document sanitization pipeline required two rounds of reprocessing. Some scanned images did not render correctly on the first attempt. ThirstySprout could improve by implementing more rigorous image preprocessing tests before demo deployments. This would reduce rework cycles during the testing phase.

BACKGROUND

Please describe your company and position.

I am the CEO of a vanilla supplier

Describe what your company does in a single sentence.

Organic and Sustainable Vanilla from Madagascar

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire ThirstySprout to accomplish?

• We engaged ThirstySprout for generative AI development. The system handles export documentation and supply chain compliance. It also converts field data into marketing content.

SOLUTION

How did you find ThirstySprout?

Online Search

Why did you select ThirstySprout over others?

• Pricing fit our budget
• Good value for cost
• Referred to me

How many teammates from ThirstySprout were assigned to this project?

2-5 Employees

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

We deployed four functional modules. The first module is a proposal assistant. It references past bids, chemical reports, and product specifications. The system drafts responses for wholesale buyers instantly. The second module links traceability data to text generation. It produces origin narratives for individual vanilla batches. The third module localizes content across languages. It converts our bi-monthly market reports into LinkedIn posts, emails, and summaries. The fourth module monitors global import regulations. It alerts our France and Madagascar operations teams to critical changes. We excluded financial transactions and agronomic decisions from the scope. Unsupervised client communications were also out of scope. Proprietary formulas and customer order logs remained isolated from public models.

RESULTS & FEEDBACK

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

Proposal turnaround dropped from 4.5 days to 4.5 hours. Compliance scanning accuracy reached 95%. The system generated 45 batch narratives within the first month. Manual compliance work decreased by 78%.

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

We used Jira and Confluence for collaboration. ThirstySprout provided two status calls per week. Written progress reports via mail arrived each Friday. Most technical issues resolved within 48 hours.

What was your primary form of communication with ThirstySprout?

• Virtual Meeting
• Email or Messaging App

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

Their security controls matched our requirements. They did not expose proprietary data to public training models. They also accommodated Madagascar's connectivity limitations.

Are there any areas for improvement or something ThirstySprout could have done differently?

The content localization module produced uneven tone across languages. French and Japanese outputs required editorial correction. More diverse multilingual training data would reduce this effort. We estimate this would save one week of manual editing time.

BACKGROUND

Please describe your company and position.

I am the Founder and CEO of a cryptocurrency firm

Describe what your company does in a single sentence.

The easiest way to buy, sell and store Bitcoin and other cryptocurrencies.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire ThirstySprout to accomplish?

• We hired ThirstySprout to build a generative AI system. The system automates customer support workflows. It also drafts real-time responses for human agents. Additionally, it translates complex crypto and tax guidelines into clear Finnish and English text.

SOLUTION

How did you find ThirstySprout?

• Online Search
• Referral

Why did you select ThirstySprout over others?

• Pricing fit our budget
• Great culture fit
• Company values aligned

How many teammates from ThirstySprout were assigned to this project?

2-5 Employees

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

ThirstySprout built four core components. First, a multi-language AI bot for Tier-1 support. This handles 2FA resets, KYC steps, and platform navigation. Second, an internal support co-pilot dashboard. This drafts replies for agents and pulls data from internal wikis. Third, a personalized content engine. This rewrites market data into localized emails, push notifications, and social posts. Fourth, a private regulatory knowledge base. This is a sandbox LLM trained on Finnish Vero tax guidelines and MiCA frameworks. 

Critical out-of-scope items included automated asset management, unsupervised financial advice, direct database writes, and public cloud processing of sensitive PII. The AI operates on a read-only basis for user profiles. All regulatory explanations include fixed, compliant disclaimers. 

The team used Python, LangChain, and Azure OpenAI services. They implemented strict data masking for any information processed through public APIs.

RESULTS & FEEDBACK

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

Tier-1 ticket volume dropped by 42% within the first six weeks. Average agent response time decreased from 8 minutes to 2.3 minutes. User retention among the pilot group increased by 18% over three months. The AI achieved 94% accuracy on standard compliance queries based on Vero guidelines.

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

Workflow was structured and predictable. ThirstySprout used Jira for sprint planning. We held a 45-minute standup call every Tuesday and Thursday. They provided a written progress summary every Friday. We resolved security-related concerns within 12 hours on average.

What was your primary form of communication with ThirstySprout?

• Virtual Meeting
• Email or Messaging App

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

Their approach to regulatory compliance was rigorous. They refused to compromise on data isolation. They implemented granular permission controls for every data source. They also delivered a comprehensive audit trail for all AI-generated responses.

Are there any areas for improvement or something ThirstySprout could have done differently?

Yes. The initial Finnish language model required additional fine-tuning. The first iteration produced grammatically correct but overly formal translations. ThirstySprout resolved this after two weeks of additional training. They could improve by allocating more time for language-specific model optimization in the initial planning phase.

BACKGROUND

Please describe your company and position.

I am the Director, Marketing of an agtech firm.

Describe what your company does in a single sentence.

We’re on a mission to unlock more productive and sustainable agriculture. Farmers are using our product to break free from the time-intensive constraints of conventional farming. They’re growing more grass, increasing milk production and improving the health and well-being of their cows.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire ThirstySprout to accomplish?

• I was tasked with finding a specialist who could bridge our deep tech farming operations with AI-driven automation. We needed someone who could develop systems to automatically generate daily herd summaries, weekly productivity reports, health alerts, and compliance documentation, moving our farmers away from manual data review.

SOLUTION

How did you find ThirstySprout?

• Online Search
• Referral

Why did you select ThirstySprout over others?

• Great culture fit
• Good value for cost
• Referred to me

How many teammates from ThirstySprout were assigned to this project?

2-5 Employees

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

The scope began with a thorough discovery and audit phase, during which the engineer collaborated closely with our farming operation stakeholders to map out existing manual data review processes, identify critical bottlenecks, and pinpoint the most repetitive and labor-intensive tasks that presented the clearest opportunities for AI-powered efficiency gains, ensuring that every automation we built would directly address a genuine pain point experienced by our farmers in their day-to-day operations. 
Following this discovery phase, the engineer moved into system design and integration, where they architected robust solutions that seamlessly bridged our existing infrastructure, including our extensive network of connected devices, our data pipelines, and our cloud-based storage systems, with cutting-edge large language models and AI frameworks, setting up data ingestion pipelines, vector databases for Retrieval-Augmented Generation, and secure API connections that allowed our systems to communicate fluidly and securely with external AI providers.

RESULTS & FEEDBACK

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

The AI automation project has led to a substantial reduction in the time our farmers spend on manual data review. Instead of spending hours compiling data, they now receive automated summaries and alerts, freeing them up to focus on higher-value tasks.
By automating data analysis and reporting, our AI Automation Engineer has directly contributed to our mission. Our farmers now leverage AI-generated insights to improve pasture management, resulting in documented gains in milk production and profitability. This technology helps farmers achieve a rapid ROI while improving their work-life balance.

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

The engineer we hired has been exceptional, proactive, communicative, and technically sharp. They hit the ground running and have already automated core reporting workflows that are freeing up our farmers to focus on what matters: growing more grass, increasing milk production, and improving cow health and well-being.

What was your primary form of communication with ThirstySprout?

• Virtual Meeting
• Email or Messaging App

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

From onboarding to project management, the entire process was seamless. ThirstySprout's team was responsive and made it easy to scale our technical capacity without the usual overhead.

Are there any areas for improvement or something ThirstySprout could have done differently?

We are backed by Tier 1 investors like DCVC, Blackbird, and Rocket Lab's Peter Beck, and we hold ourselves to high standards. ThirstySprout met every single one of them. I would (and already have!) recommended ThirstySprout to other leaders in the AgTech space. If you need top-tier engineering talent quickly, they are the team to call.

BACKGROUND

Please describe your company and position.

I am the CEO and Managing Director of an IT company

Describe what your company does in a single sentence.

We are the result of the association between wealth management professionals and a software engineering team specialised in finance. We aim at providing financial services companies with the essential tools they need for their daily activity.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire ThirstySprout to accomplish?

• We brought them on to build an AI Investment Assistant embedded within our core platform for financial services companies. The brief covered a wide range of capabilities: portfolio performance explanations, market event summaries, investment product comparisons, automated report generation, and plain-language risk exposure analysis

SOLUTION

How did you find ThirstySprout?

• Online Search
• Referral

Why did you select ThirstySprout over others?

• Pricing fit our budget
• Great culture fit
• Referred to me

How many teammates from ThirstySprout were assigned to this project?

2-5 Employees

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

Here is a long sentence summarizing the scope of work and key deliverables: ADDWEB SOLUTION undertook a comprehensive end-to-end development engagement for our AI Investment Assistant, delivering a fully embedded intelligent solution within our platform that encompasses natural language portfolio performance explanation enabling wealth managers to clearly communicate investment outcomes to their clients, real-time market event summarization that distills complex global financial developments into concise and actionable insights, side-by-side investment product comparison powered by AI to support faster and more informed decision-making, automated generation of detailed and professionally structured investment reports that significantly reduce manual workload and compliance overhead, and plain-language risk exposure analysis that translates sophisticated financial risk metrics into clear, accessible narratives — all seamlessly integrated into an existing fintech ecosystem serving financial services companies with the highest standards of performance, compliance, and client quality requirements.

RESULTS & FEEDBACK

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

The measurable outcomes have been significant. Wealth managers on our platform now spend considerably less time manually compiling reports, with AI-generated summaries and portfolio explanations delivered in seconds rather than hours — freeing up valuable time for client-facing activity. Client communications have improved markedly, with complex financial data and risk metrics now translated into language that clients can understand and act on, driving higher satisfaction and stronger trust. From a compliance standpoint, the AI assistant has reduced bottlenecks in documentation and risk reporting, minimizing human error and reinforcing the integrity of our deontological framework.

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

From the outset, they established clear milestones, defined deliverables, and maintained an organized workflow that gave our team full visibility into progress at every stage. Regular status updates, sprint reviews, and proactive communication ensured that nothing fell through the cracks, and their ability to manage the complexity of integrating AI capabilities into a live fintech product was particularly impressive.

What was your primary form of communication with ThirstySprout?

• Virtual Meeting
• Email or Messaging App

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

Despite the technical complexity of building an AI-powered assistant tailored to the specific demands of the wealth management industry, they maintained their delivery schedule without compromising on quality. Where adjustments were needed, they communicated early, proposed solutions, and kept the project moving forward without disruption to our broader product roadmap.

Are there any areas for improvement or something ThirstySprout could have done differently?

Nothing comes to mind. Their team adapted quickly, incorporated feedback without friction, and demonstrated a genuine commitment to getting the solution right — not just getting it done. They treated our priorities as their own, which is a quality that is difficult to find and even harder to replicate.

BACKGROUND

Please describe your company and position.

I am the CEO of WSEEDS

Describe what your company does in a single sentence.

We are dedicated to transforming agriculture through the implementation of advanced technologies such as Blockchain, Artificial Intelligence (AI), the Internet of Things (IoT), and Data Science.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire ThirstySprout to accomplish?

• Thirsty Sprout helped us recruit IoT Engineers, Embedded Systems Engineers, Firmware Developers, Edge Computing Specialists, and Hardware Integration Engineers. The roles were tied to real production systems — soil monitoring sensors, weather stations, smart irrigation, livestock monitoring, and Edge AI solutions.

SOLUTION

How did you find ThirstySprout?

• Online Search
• Referral
• Other

Why did you select ThirstySprout over others?

• Good value for cost
• Referred to me
• Company values aligned

How many teammates from ThirstySprout were assigned to this project?

2-5 Employees

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

The engagement was driven by our need to build a robust, fiel ready IoT infrastructure capable of supporting its agricultural technology platform across Latin America. The scope covered end to end talent acqusition for five distinct engineering role which Thirstysprout as a specialized technical recruiting partner to source, vet, and place highly skilled engineering professionals across multiple hardware and embedded systems disciplines.

RESULTS & FEEDBACK

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

They reduced time to hire for highly specialized IoT and embedded systems roles by an estimated 40-50 percentage compared to traditional recruiting channels, filling positions across five distinct engineering disciplines within an average of 3 to 6 weeks per role, a notably fast turnaround for talent this technically specialized.

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

Thirsty Sprout came prepared, anticipated needs before we raised them, and kept everything moving without us having to chase updates. It was refreshing to work with a partner who managed the process as rigorously as we manage our own engineering pipelines.

What was your primary form of communication with ThirstySprout?

• Virtual Meeting
• Email or Messaging App

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

Whenever we had a new requirement or a challenge came up, their team responded promptly and came back with practical solutions rather than just acknowledgments. They treated our problems as their own.

Are there any areas for improvement or something ThirstySprout could have done differently?

We love them, the engineers we hired through Thirsty Sprout are now core contributors to our IoT infrastructure and Edge AI pipeline.

BACKGROUND

Please describe your company and position.

I am the CEO & Independent Board Member of a fintech company.

Describe what your company does in a single sentence.

We are a banktech that provides a complete issuing and acquiring payment infreastructure for Latin America

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire ThirstySprout to accomplish?

• We needed engineers with deep expertise in payment processing systems, transaction routing, digital wallets, card issuing (both physical and virtual), and BIN sponsorship integrations, a very specific and high bar skill set.

SOLUTION

How did you find ThirstySprout?

Referral

Why did you select ThirstySprout over others?

• Pricing fit our budget
• Good value for cost
• Referred to me

How many teammates from ThirstySprout were assigned to this project?

2-5 Employees

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

They sourced candidates with hands on experience on payment processing, real time APIs, wallet systems, and ledger infrastructure. Their process was thorough and effective, we operate technically in a complex and highly regulated space and we need engineers who understand that.

RESULTS & FEEDBACK

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

• Reduced time to hire for specialized fintech engineers by 30 percent compared to traditional recruiting
• Filled critical engineering roles within 2-3 weeks vs industry average of 6-8 weeks.
• Screened and shortlisted candidates faster than internal efforts.
• Engineers hire contributed to increase in transaction processiong capacity
• Engineers onboarded smoothly and became productive  within the first 15 days.

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

Communication was excellent and they took their time to understand our needs, challenges and enginners we wanted. Once we don't agree on an engineer they are enough replacement ready.

What was your primary form of communication with ThirstySprout?

• Virtual Meeting
• Email or Messaging App

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

They constantly delivered engineers who were comfortable with ambiguity, could wear multiple hats, thrive in fast moving banktech environment.

Are there any areas for improvement or something ThirstySprout could have done differently?

A self serve dashboard where we could track candidate pipelines, interview stages and hiring timelines in real time would be a welcome upgrade.

BACKGROUND

Please describe your company and position.

I am the Co-Founder of an edtech company.

Describe what your company does in a single sentence.

Our mission is to democratize acess to high quality education globally

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire ThirstySprout to accomplish?

• We hired them to help us with engineers to manage our AWS infrastructure, CI/CD pipelines, monitoring, scalability, and security as we scale from hundreds of thousands to millions of students.

SOLUTION

How did you find ThirstySprout?

Referral

Why did you select ThirstySprout over others?

• Referred to me
• Company values aligned
• Other

How many teammates from ThirstySprout were assigned to this project?

2-5 Employees

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

From day one their engineers demonstrated deep cloud expertise, clear communication, and a pragmatic approach to solving problems. They redesigned parts our AWS architecture for reliability and cost efficiency, implemented robust CI/CD pipelines that reduced deployment time and errors, and put in place monitoring and alerting that gives us real time confidence in system health.

RESULTS & FEEDBACK

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

Reduced production incidents and outages, improved uptime and reliability, faster recovery time, safe deployments and shorter realease cycles.

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

They ran the work with clear milestones, regular status updates, and a shared backlog that always showed what was being done, what was next, and what was blocked.

What was your primary form of communication with ThirstySprout?

• Virtual Meeting
• Email or Messaging App

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

Their vetting process was thorough, and they gave us matching profiles that align with our plans for our future users.

Are there any areas for improvement or something ThirstySprout could have done differently?

I can't think of anything, they ran a structured yet flexible process.

BACKGROUND

Please describe your company and position.

I am the CEO of a Baby Products Distributor

Describe what your company does in a single sentence.

International distributor for baby products 

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire ThirstySprout to accomplish?

• We wanted to automate repetitive operational tasks, improve customer support responsiveness, and enhance the shopping experience for our customers without significantly increasing our head count. We want wanted technology solutions and we got that through Thirstysprout.

SOLUTION

How did you find ThirstySprout?

Referral

Why did you select ThirstySprout over others?

• Good value for cost
• Referred to me

How many teammates from ThirstySprout were assigned to this project?

2-5 Employees

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

They helped us source highly skilled AI engineers who worked closely with our team to design and implement several key initiatives. Their responsibilities included developing an AI powered customer service chatbot, building a personalized product recommendation system, integrating these solutions into our existing workflows, and ensuring the tools could scale alongside our business needs.

RESULTS & FEEDBACK

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

The AI chatbot significantly reduced the time our team spent answering routine customer inquiries, allowing us to focus on higher value activities. Response times improved, customer interactions became more consistent, and support coverage effectively extended beyond normal business hours. The product recommendation system also enhanced the customer experience by presenting more relevant products, helping customers discover items that matched their interests and needs.

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

The AI engineers they provided were highly organized, communicated clearly, and maintained a structured workflow from planning to deployment.

What was your primary form of communication with ThirstySprout?

• Virtual Meeting
• Email or Messaging App

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

They didn't simply build features, they took time to understand our industry, our customers, and our operational challenges before proposing solutions.

Are there any areas for improvement or something ThirstySprout could have done differently?

We had a very positive experience overall. The team they provided was always willing to provide clarification and support whenever needed.

BACKGROUND

Please describe your company and position.

I am the Chief Executive Officer

Describe what your company does in a single sentence.

We believe that everyone can sleep better. As the leading sleep specialist, we provide you with high quality sleep you deserve. Better Bed means being active at a sucessful, growing company with high quality product.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire ThirstySprout to accomplish?

• We partnered with them to hire highly skilled iOS developer, Android developer, and React Native/Flutter developer.
• Our primary goal was to improve convenience and modernize our post purchase experience through mobile technology.

SOLUTION

How did you find ThirstySprout?

• Online Search
• Recommendation

Why did you select ThirstySprout over others?

• Good value for cost
• Company values aligned

How many teammates from ThirstySprout were assigned to this project?

2-5 Employees

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

The developers provided by Thirstysprout worked closely with our internal teams to:

• Build and optimize our customer support mobile app
• Develop delivery tracling functionality with real time updates
• Create warranty mangement features
• Improve mobile responsiveness and app performance
• Integrate backend systems and APIs securely

RESULTS & FEEDBACK

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

Since launching the applications, we have seen;

• Improved customer engagement and satisfaction
• Faster support response workflows
• Better delivery transparency for customers
• Reduced pressure on customer support operations
• Increased adoption of mobile self service features
• A smoother and more modern digital customer journey

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

Their developers were technically strong, proactive, and highly collaborative throughout the entire project lifecycle.

What was your primary form of communication with ThirstySprout?

• Virtual Meeting
• Email or Messaging App

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

Acess to highly skilled mobile developers and their fast onboarding process

Are there any areas for improvement or something ThirstySprout could have done differently?

There was very little to dislike, if anything, we would appreciate if there were more proactive strategic recommendations during the early planning stages.