AI Systems & Automation

AI systems that ship.

We design, build, and operate production AI infrastructure – agentic automation, voice AI, and workflow systems that get used, not demoed.

0+
Agents in production
0
AI service lines
<0 min
Daily ops, down from ~2 hrs
Zero
LLM cost on local-model builds

02Why TelarLabs

Most AI projects die as demos. Ours run daily.

The difference is not the models – it's whether the system survives contact with real operations.

Built by operators

Our background is IT operations, project delivery, and systems engineering – not demos. We automate work we used to run by hand, so we build for the people who live with the system.

You own the stack

Your infrastructure, your data, your models. Where it fits, we deploy local models with zero per-token cost. We build and hand over – no lock-in, no black-box SaaS.

Production is the only milestone

No slideware, no eternal pilots. Systems ship with evals, monitoring, retries, escalation paths, and documentation – the unglamorous parts that make AI dependable.

Infrastructure we work with daily

LangGraphLangChainOpenAI Realtime APIClaudeGPT-4oLocal LLMsMCPn8nMakeFastAPIPostgreSQLDockerLinuxWebRTCRAGQdrantNext.jsTypeScriptLangGraphLangChainOpenAI Realtime APIClaudeGPT-4oLocal LLMsMCPn8nMakeFastAPIPostgreSQLDockerLinuxWebRTCRAGQdrantNext.jsTypeScript

03In production

What a morning looks like for our agents

Triage, reconciliation, reporting, monitoring – running on schedule with humans on exceptions only.

Illustrative log – patterns from our production systems, no client data.

agent-shift.log

04Case studies

Real systems. In production.

View all case studies
IT Distribution

Enterprise financial orchestration: 2–3 hours of CFO time freed daily

An AI orchestration system automating vendor correspondence, invoice reconciliation, document classification, and ERP sync across multiple major vendors – freeing 2–3 hours of CFO time every working day.

2–3 hrs
CFO time freed
every working day
Eliminated
Manual reporting cycles
replaced by automated sync
Multi-vendor
Vendor coverage
across multiple major vendors
LangGraphn8nFastAPIPostgreSQL+1
Voice AI / Sales

PulseSales: a deterministic real-time voice agent for outbound sales

A real-time voice agent for outbound SDR, appointment confirmation, and multilingual outreach. A 13-state workflow engine keeps every conversation on a controlled path; a live dashboard shows every call, transcript, and result.

13-state
Conversation workflow
deterministic flow control
Multilingual
Outreach
outbound SDR + confirmations
Real-time
Voice transport
over WebRTC
OpenAI Realtime APIWebRTCFastAPIPostgreSQL+1

05Start here

Tell us what you're trying to automate

Not sure which service fits? Describe the bottleneck, the pilot that stalled – or the automation your last developer left behind – and we'll map the right system and scope it honestly.