LLM Integration
Connect your existing products to state-of-the-art language models. We design robust API layers, context management, streaming interfaces, and cost-optimized inference pipelines.
CaDev is an AI development studio crafting production-grade LLM integrations, autonomous agents, and intelligent systems — engineered to perform in the real world.
From conversational interfaces to fully autonomous multi-agent systems — we architect, build, and ship AI that creates measurable business impact.
Connect your existing products to state-of-the-art language models. We design robust API layers, context management, streaming interfaces, and cost-optimized inference pipelines.
Build AI agents that reason, plan, and act — using tools, browsing the web, executing code, and completing complex multi-step workflows with minimal human intervention.
Design retrieval-augmented generation pipelines that ground AI responses in your proprietary data. Semantic search, vector stores, re-ranking, and evaluation built in.
Adapt foundation models to your domain, tone, and task. We handle dataset curation, RLHF-style tuning, LoRA/QLoRA, and rigorous evaluation to ensure production-grade performance.
Ship production vision models for detection, classification, segmentation, and OCR. From edge-device deployment to cloud-scale inference, we cover the full pipeline.
Design the MLOps backbone that keeps your AI reliable at scale — model registries, evaluation frameworks, observability, A/B testing, and cost governance.
We map your goals, data landscape, and technical constraints. Every architecture decision starts here — not in code.
We design the AI system: model selection, data pipeline, integration points, and evaluation criteria.
Rapid sprints with continuous evaluation. You see working software weekly, not PowerPoints.
Production deployment with monitoring, feedback loops, and a roadmap for what comes next.
We're model-agnostic and tool-agnostic. We use whatever builds the best product — and we keep up with a fast-moving field so you don't have to.
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A Fortune 500 financial firm needed to compress analyst research time from 8 hours to under 30 minutes. We built a multi-agent system using LangGraph with web browsing, document parsing, and structured synthesis.
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A regional hospital network replacing manual patient note transcription. Real-time speech-to-text with clinical NLP entity extraction and EHR auto-population, reducing documentation time by 70%.
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A national retailer deploying edge AI cameras to detect inventory shrinkage in real time. YOLO-based detection pipeline with a 94% precision rate and sub-100ms inference on device.
View Case StudyCaDev didn't just build what we asked for — they challenged our assumptions and delivered an AI system that's meaningfully better than what we originally envisioned.
The team's depth across models, infrastructure, and product is rare. They shipped our RAG pipeline in six weeks and it outperformed our internal prototype from six months of work.
I've worked with a dozen AI vendors. CaDev is the first that felt like a true technical partner — opinionated, accountable, and exceptionally skilled.
We believe AI should
work in production —
not just look good
in demos.
We build with
ruthless pragmatism.
And we ship.
CaDev is a team of AI engineers, ML researchers, and product builders who have shipped production AI across fintech, healthcare, e-commerce, and enterprise software.
We're not a consultancy that writes strategy decks. We're builders who embed in your team, understand your constraints, and deliver working software. Our measure of success is production, not presentation.
Whether you're starting from scratch or unsticking a stalled AI project — let's talk. No decks, no sales pitch. Just engineers ready to solve your problem.
hello@cadev.com