{"componentChunkName":"component---src-components-cases-filter-page-index-tsx","path":"/case-studies/ai-development/","result":{"pageContext":{"slug":"ai-development","label":"AI Development","cases":["Heypractice","Everypig","AreaButler","VacationPlatform"],"title":"AI Development Case Studies","description":"See how Brocoders integrated AI into real products — voice recognition for sales training, mortality forecasting for pig farms, GPT-powered property descriptions, and smart vacation search. Real projects, measurable results.","faq":[{"question":"Does Brocoders build AI models from scratch or integrate existing ones?","answer":"Both — depending on what the project needs. For HeyPractice, we researched and integrated third-party AI services (IBM Watson for speech-to-text, PRECIRE for psychological text analysis) after evaluating several providers. For EveryPig, we connected a specialist ML module to a platform we built. For AreaButler and Lake, we integrated OpenAI's GPT models directly. The right call depends on your use case, timeline, and budget — we'll recommend the approach that ships fastest without creating technical debt."},{"question":"Can Brocoders add AI features to an existing product?","answer":"Yes, and most of these case studies are examples of exactly that. AreaButler already had an MVP when they came to us — we augmented their team and integrated GPT-3.5 to generate location texts automatically, which made them the first PropTech in the DACH market to offer that feature. Lake was already live when we joined — we rebuilt the platform and added ChatGPT for property description generation. You don't need to start from scratch."},{"question":"What kinds of AI features has Brocoders shipped?","answer":"Across these projects: AI speech recognition and audio-to-text transcription (HeyPractice), emotional tone and keyword analysis from video recordings (HeyPractice), disease and mortality prediction from farm health data (EveryPig), GPT-powered location and property description generation (AreaButler, Lake), and proximity-based smart search (Lake). The common thread is AI that reduces manual work or gives users instant feedback they couldn't get otherwise."},{"question":"What industries have you built AI solutions for?","answer":"EdTech (HeyPractice — AI sales training platform, Germany), AgriTech (EveryPig — swine health management platform, USA), PropTech (AreaButler — AI real estate tools, Germany), and Travel (Lake — vacation platform with smart search and content generation, USA). We're not limited to these — the AI patterns repeat across industries."},{"question":"How do you handle AI provider selection? What if the first option doesn't work?","answer":"We treat it like any engineering decision: we research, test, and switch if needed. On HeyPractice, we integrated AssemblyAI first — it turned out not to support German at launch despite promises. We pivoted to IBM Watson mid-project and shipped on schedule. That kind of research and contingency work is part of what we deliver, not a billable extra."},{"question":"What does an AI development engagement with Brocoders typically look like?","answer":"We work in 2-week sprints with demos at the end of each. For AI features specifically, there's usually a research phase where we evaluate providers or architectures before writing integration code — this is where problems get caught early. Most projects start with 3–8 people depending on scope. AreaButler ran lean with one full-stack developer embedded in their team. HeyPractice scaled to 8 people across frontend, backend, and QA. We size the team to the problem, not the other way around."}],"tagStack":[{"id":"Tag-stack_78","tag_name":"HOA Management","slug":"hoa-management","case_tags":[{"id":4,"title":"MyReddog"},{"id":8,"title":"Condogenie"}]},{"id":"Tag-stack_80","tag_name":"Livestock Management","slug":"livestock-management","case_tags":[{"id":3,"title":"Everypig"},{"id":2,"title":"EverypigLogistic"}]},{"id":"Tag-stack_72","tag_name":"Mental health app","slug":"mental-health-app","case_tags":[{"id":10,"title":"LadderOut"}]},{"id":"Tag-stack_79","tag_name":"Traceability Software","slug":"traceability-software","case_tags":[{"id":30,"title":"Optichain"}]},{"id":"Tag-stack_30","tag_name":"CleanTech","slug":"CleanTech","case_tags":[{"id":9,"title":"anuel"}]},{"id":"Tag-stack_71","tag_name":"Payroll software","slug":"payroll","case_tags":[{"id":24,"title":"wagepoint"}]},{"id":"Tag-stack_69","tag_name":"Real Estate 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