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AI Engineering & Agent Implementation

From AI vision to agents running in production

We don't consult on AI strategy and hand over a report. We embed inside your organization and build — real agents, real integrations, real outcomes.

Live in production · Enterprise AI · Active engagement
Four AI agents built and running inside a large enterprise — concept to production in six months

An enterprise client needed to transform how their support and engineering teams operated. C3S embedded inside their organization and delivered four production AI agents integrated directly into their existing enterprise stack.

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What we built
Case Severity Agent — integrated with their CRM to automatically validate and correct support case prioritization in real time
Case Chat Agent — conversational interface for case management using natural language with live data retrieval
Developer Assistant — general-purpose AI for code generation, debugging, and technical Q&A across the engineering team
Automated Monitoring Engineer — continuously analyzes alerts, logs, and network topology to apply remediations without human intervention
"The hardest part of enterprise AI isn't the model. It's the integration, the context, the trust. That's exactly where we focus."
Our approach
We embed, discover, build, and deliver.

Every AI engagement is different. We start by understanding your workflows, data, and goals before recommending anything. Then we build iteratively — in close collaboration with your team — until agents are running reliably in your environment.

Phase 1
Discovery & context

We embed with your team, map your workflows, and identify the highest-value AI use cases before recommending anything. The right starting point varies by organization.

Phase 2
Build & integrate

We build iteratively — connecting your data sources, integrating into your existing stack, and keeping your team involved at every step.

Phase 3
Test & refine

Real-world testing with your team and stakeholders. We iterate until performance meets the bar — quality is non-negotiable before anything goes to production.

Phase 4
Deliver & hand over

You own everything we build. Full code handover, documentation, and knowledge transfer so your team can run and extend it independently.

AI capabilities we deliver
What we build

End-to-end AI engineering — from architecture and model selection to deployment and long-term ownership.

◈ AI Agent Implementation
Autonomous agents that navigate complex multi-step enterprise workflows — approvals, data retrieval, actions, and decisions — without human intervention.
◎ Enterprise Chatbots
Chatbots trained on your business knowledge, documents, and processes — not generic LLMs. Built to answer accurately and escalate when needed.
⬢ Enterprise Stack Integration
AI that connects to your existing systems — CRMs, ERPs, databases, APIs — so it works inside your real environment, not alongside it.
↺ RAG & Knowledge Systems
Retrieval-Augmented Generation systems that give your AI access to accurate, up-to-date business knowledge without retraining models.
☁ AI Infrastructure & Monitoring
The infrastructure to run AI reliably at scale — monitoring, evaluation pipelines, model versioning, and cost optimization built in from day one.
⚙ AI-Augmented Development
Engineering teams that use AI to move faster — automated testing, code review, documentation, and pipeline acceleration across every sprint.
Our AI stack
Technologies we work with

We have the capability to work across a broad set of AI platforms and frameworks. What we use depends on your environment, your existing stack, and what's right for the problem — not what's easiest for us.

AI Platforms
AWS BedrockOpenAI / GPT-4Azure OpenAIGoogle Vertex AIAnthropic Claude
Agent Frameworks
LangChainLangGraphAutoGenCrewAICustom frameworks
Data & Retrieval
PineconeWeaviatePostgreSQL + pgvectorElasticsearchRedis
Infrastructure
AWS / Azure / GCPDocker & KubernetesPython / FastAPIMLflowTerraform
Start your AI project
Ready to move from AI vision to production?

Tell us what you're trying to build. We'll tell you exactly how we'd approach it — and what it would take to have agents running in your environment.

Book a 30-min call
Get in touch
Included at no cost
A dedicated Project Manager from day one
Every C3S client gets a dedicated PM at no extra charge — your single point of contact for communication, updates, and day-to-day coordination. You always know where things stand.
Our confidence guarantee
Not happy? Walk away in weeks — not months
We don't lock you into long contracts. If we're not delivering to your standard, terminate with just a few weeks of notice. No penalties. We offer this because we back our work completely.