# Engineering Beyond Code — Purpose, Impact, and Growth.

AI isn’t just hype — it’s leverage. But getting from idea to impact takes more than just dropping in an API key. At CONFLICT, we help teams apply modern AI technologies with precision, purpose, and production-grade discipline.

Move fast and build smart

Whether you’re looking to automate internal workflows, embed intelligence into your product, or build from the ground up with custom models — we’ve got the technical depth, product experience, and toolchain know-how to help you move fast and build smart.

### What We Do

#### Custom Model Development
**Tailored intelligence, trained for your domain.**
- Fine-tuning OpenAI, Claude, Gemini, and open-source models
- Domain-specific LLMs trained on proprietary datasets
- Few-shot, zero-shot, multilingual, multi-turn
- Guardrails, safety, and eval frameworks
- Deployment via Hugging Face, AWS, or custom infra  
[Learn more](/content/services/ai/custom-model-development/index.html)

#### Retrieval-Augmented Generation (RAG)
**Knowledge-enhanced AI that knows your business.**
- LangChain, LlamaIndex, vector DBs
- Embeddings, re-ranking, hybrid retrieval
- Chunking, filters, metadata chaining
- Multi-source ingestion & index monitoring  
[Learn more](/content/services/ai/retrieval-augmented-generation-rag/index.html)

#### AI Integrations & API Wrappers
**Plug into powerful AI without reinventing the wheel.**
- OpenAI, Claude, Gemini, Perplexity, Mistral
- Prompt templating, token budgeting, fallbacks
- Secure internal APIs, Zapier, Slack, Salesforce  
[Learn more](/content/services/ai/ai-integrations-api-automation/index.html)

#### AI Infrastructure & MLOps
**Run your AI stack like production-grade software.**
- GPU orchestration: Ray, SageMaker, Modal
- Model CI/CD, versioning, rollback
- Prompt regression tests, autoscaling, infra-as-code  
[Learn more](/content/services/ai/ai-infrastructure-mlops/index.html)

#### Computer Vision & Image Intelligence
**Turning pixels into product value.**
- Object detection, segmentation, OCR
- Camera stream processing, tracking
- Labeling workflows, synthetic data, OpenCV, YOLO  
[Learn more](/content/services/ai/computer-vision-detection-systems/index.html)

#### Audio & Speech Intelligence
**Voice in, value out.**
- ASR (Whisper, Deepgram), TTS (Polly, ElevenLabs)
- Voice assistants, audio cleanup
- Sentiment tagging, speaker separation  
[Learn more](/content/services/ai/audio-intelligence-voice-ai/index.html)

#### Autonomous Agents & Tool-Use
**Software that thinks, acts, and executes.**
- AutoGen, CrewAI, LangChain agents
- Tool orchestration, memory, human-in-the-loop
- Chain-of-thought planning and sandboxing  
[Learn more](/content/services/ai/autonomous-agents-orchestrated-intelligence/index.html)

#### Forecasting & Predictive Intelligence
**Less guesswork. More foresight.**
- Demand planning, revenue forecasting
- Churn and retention prediction
- Risk scoring, time-series pipelines  
[Learn more](/content/services/ai/forecasting-and-predictive-ai/index.html)

#### Data Strategy & ML Readiness
**Good data beats a fancy model.**
- Schema audits, labeling, vector prep
- PII redaction, privacy compliance
- ETL pipelines, ground truth collection  
[Learn more](/content/services/ai/data-strategy-ml-readiness/index.html)

#### CalliopeAI: Our Internal AI Workbench
**Your project’s secret weapon.**
- Prompt testing, evals, benchmarking
- Custom agent/RAG builders
- Collaboration, plugins, beta access coming soon  
[Learn more](/content/services/ai/calliopeai/index.html)

### Contact us

#### Ready to Get Started?
Whether you’re launching your first AI feature or scaling intelligent systems across your org — we’re here to help you do it right.

[Contact form](/content/contact/index.html) [Talk to an expert](/content/contact/index.html)

Hi@weareconflict.com  
+1 (305) 209-5818  
[Talk to an expert](tel:+13052095818)