Retrieval-Augmented Generation

Smarter answers, faster workflows.

AI / Retrieval Augmented Generation

RAG systems bridge the gap between large language models and your actual data. Instead of relying on static training or hoping the model "guesses right," RAG pipelines retrieve live, relevant content from your private knowledge base — before handing it off to the LLM to generate a response.

Smarter answers, faster workflows with context that actually matters.

We help teams design, build, and deploy RAG architectures that are fast, accurate, secure, and production-grade. Whether you’re using LangChain, LlamaIndex, or your own orchestration layer, CONFLICT delivers retrieval workflows that drive real business value.

What We Build

RAG Architectures

From basic pipelines to full-stack solutions with context-aware fetching, ranking, and formatting.

LLM App Scaffolds

Chat interfaces, API endpoints, and tools built on LangChain, LlamaIndex, Semantic Kernel, or custom stacks.

Vector Database Integrations

Pinecone, Weaviate, Qdrant, PGVector, ChromaDB, Redis, OpenSearch, or hybrid models.

Embeddings Pipelines

Batch and real-time embedding generation with OpenAI, HuggingFace, Cohere, or open-source models.

Prompt Engineering

Dynamic prompt templates, retrieval formatting, citation injection, and response optimization.

Data Prep

Chunking, deduplication, metadata tagging, and ingestion pipelines from file systems, databases, or APIs.

Security & Access Control

Permissions, filtering, audit trails, and role-aware context delivery.

Monitoring & Evaluation

Latency tracking, hallucination mitigation, ranking feedback loops, and system refinement.

Use Cases We Power

Internal chatbots with real-time access to SOPs, support articles, docs, and knowledge bases.
Customer-facing Q&A systems powered by your documentation, product manuals, or proprietary data.
Legal, compliance, or research assistants built on private corpora.
Multi-source aggregators (email + Slack + Notion + CRM) with intelligent query interfaces.
Document summarization and semantic search interfaces for internal teams.

What Makes Us Different

We’ve worked with LangChain and LlamaIndex since the early days — and know where they shine (and where they break).
We treat RAG like a software engineering problem, not a novelty. That means reliable uptime, deterministic outputs, and performance that scales.
We’re API-first: whether it’s embedding into your frontend or triggering from a Slack bot, we design for flexibility and reuse.

Our reviews

CI/CD Rebuild: Hands-Off Delivery at Scale

CONFLICT transformed SteadyMD’s brittle deployment workflows into a hands-off CI/CD pipeline that builds, tests, and ships code automatically—with near-zero errors. From chaos to confidence, we engineered a system that deploys everywhere, on demand, with human gates for control.

SteadyMD – Compliance & Security

SteadyMD turned to CONFLICT to meet HIPAA and SOC 2 demands without derailing velocity. We hardened their production cloud, implemented real DevSecOps, and embedded audit-ready security into every layer—engineering confidence, not just compliance.

SteadyMD – Custom App Dev & Embedded Team Support

SteadyMD trusted CONFLICT to build and maintain a custom non-core application—fully staffed, fully managed—for over a year. We embedded seamlessly, shipped consistently, and owned the stack until sunset. No hires, no drama, just clean delivery.

DevCamps: On-Demand Cloud Environments

SteadyMD partnered with CONFLICT to tame chaotic dev workflows. Our DevCamp environments cut deployment lead time by 45%, doubled velocity, and slashed error rates by 80%. From friction came velocity—engineering confidence, built on precision.

Zonos – PHP SDK Development

Zonos asked CONFLICT to build a PHP SDK developers would actually love. We delivered clean interfaces, clear docs, and hardened endpoints—helping partners integrate faster, with fewer questions and less churn.

SteadyMD – Production Support & Operations

When SteadyMD needed rock-solid production support, CONFLICT stepped in. From backups to incident response, we stabilized systems, hardened ops, and kept healthcare infrastructure humming. Uptime, confidence, and velocity—all engineered into the platform.

SteadyMD – Staff Augmentation & Embedded Engineering

SteadyMD embedded CONFLICT engineers to run a non-core application end-to-end for 14+ months. No ramp-up, no micro-managing. Just seasoned devs who shipped, supported, and sunset the system with surgical precision.

Team One – Cloud, DevOps & SRE Support

Team One LA brought in CONFLICT to harden infrastructure, optimize DevOps, and support SRE initiatives across internal and client projects. We delivered speed, stability, and scalable cloud ops—without the overhead of building it in-house.

Zonos – API & Web Development

Zonos relied on CONFLICT to build and maintain core APIs and internal-facing UIs that power operational workflows. We delivered durable endpoints, clean interfaces, and production-grade velocity—without creating tech debt.

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Want to Build It Right?

Let’s architect a RAG system that doesn’t just sound smart — it is smart.

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