Capabilities Web Design & Development E-Commerce & Marketplace Mobile Application LLM Agents & AI Integration RAG Systems & Automation AI Character & Video Branding & Identity Performance Engineering SEO / AEO Social Media & Content Outsourcing & Support Projects Project Local Project Competitors Project Analytics SOON Project RD 2027 Process Contact Start a project
§ 04 · Capabilities

AI Integration
& LLM Agents

Not demos. Not prototypes. Production AI that survives Monday morning, the security review, and the audit on Friday. We build agents that actually run your business.

62% Support tickets auto-resolved
300+ Projects with AI layer
17+yr Building production systems
The reality
The problem
Most AI projects never make it to production.
  • Impressive demos that break under real workloads and edge cases
  • Hallucinations that erode user trust and create legal exposure
  • No evaluation pipelines — you don't know when it degrades
  • Security reviews that kill deployment timelines
  • Vendors who built the demo but can't support the production system
The Panicworkz way
AI that ships and stays reliable.
  • Production-hardened with error handling, fallbacks and human-in-the-loop
  • Evaluation pipelines that catch degradation before your users do
  • Security-first architecture — data never leaves your boundary without approval
  • We've shipped AI in regulated industries — we know the review process
  • Retainer support so the system evolves as your needs change
What's included

What we actually do

01 LLM Integration +

OpenAI, Anthropic Claude, Gemini, Mistral — we integrate the right model for your use case, not the most hyped one.

OpenAIClaudeGeminiLangChain
02 AI Agents & Automation +

Autonomous agents that handle workflows end-to-end — customer support, data processing, content generation, outreach.

LangGraphAutoGenTool callingOrchestration
03 RAG Systems +

Retrieval-augmented generation for knowledge bases, documentation assistants and domain-specific Q&A.

RAGVector DBEmbeddingsPinecone
04 AI Voice & Calling +

AI-powered outbound and inbound calling with natural voice synthesis. ElevenLabs, Convai integration.

ElevenLabsConvaiTwilioPipecat
05 Eval & Monitoring +

Evaluation pipelines, quality scoring, drift detection, human review workflows. Know when your AI degrades.

EvalsLangSmithMonitoringHuman-in-loop
06 AI Consulting +

Architecture reviews, model selection, fine-tuning strategy, cost optimization. We help you build the right thing.

ConsultingArchitectureFine-tuningCost Ops
Why Panicworkz

Why we're
different

01
Production, not demos

We've shipped AI in production environments that handle real load, real edge cases and real audits.

02
Model-agnostic

We use OpenAI, Anthropic, Gemini and open-source models — whichever is right for your constraints.

03
Eval-first

We build evaluation pipelines before we deploy. You always know how your AI is performing.

04
Security-conscious

Data boundaries, PII handling, audit trails — we've been through security reviews in regulated industries.

05
Full-stack AI

From LLM to frontend — we handle the entire AI integration, not just the model call.

06
We stay accountable

Post-launch monitoring, model updates, prompt engineering iterations. AI is never done on day one.

How it works

From brief to
live

/01 · Assess
Use Case Audit

We map where AI creates real value vs where it creates risk. Not everything needs an LLM.

/02 · Design
Architecture

Model selection, data flow design, security boundaries, eval strategy — before a single API call.

/03 · Build
Integration & Eval

Development with continuous evaluation. Human-in-loop workflows where needed. Staged rollout.

/04 · Operate
Monitor & Iterate

Production monitoring, quality scoring, model updates, prompt iteration. AI evolves with your data.

Ready to ship AI
that actually
works?

Start a project → See our work
Also in our stack

Other capabilities

Web Design & Development E-Commerce & Marketplace Mobile Application RAG Systems & Automation AI Character & Video Branding & Identity Performance Engineering SEO / AEO Social Media & Content Outsourcing & Support