Agents, Orchestration, and the Layer That Keeps Them Honest
AI Systems & Agents
Techon Pixel designs and engineers complete AI systems: voice and chat agents, agentic workflows, copilots, LLM integrations and retrieval-augmented generation, together with the production layer that most AI projects skip — safety rails, human escalation, monitoring and evaluation.
What we do
How Can Techon Pixel Build AI Systems That Survive Production?
An agent that answers a demo question is easy. A system that ingests real leads, makes controlled decisions, calls tools, retrieves the right knowledge, hands hot conversations to humans at the right moment, writes back to your CRM and reports every outcome is an engineering project. That operating loop is what we build.
The discipline comes from production experience: our founder engineered the orchestration, compliance and observability layer behind a published voice-AI operation handling 400K+ calls a month at BlandLabs, built around Bland AI's platform. Every agent we ship inherits that standard — pilots before scale, transcripts reviewed daily, and numbers you can audit.
AI Systems
The 3 Layers of a Working AI System
The Agent Layer
Conversation and task design, LLM selection and prompting, tool calling, and retrieval-augmented generation grounded in your own knowledge.
The Control Layer
Decision paths, safety rails, compliance controls and human escalation, so the system stays inside the boundaries you set for it.
The Operations Layer
Dashboards, monitoring, evaluation and reporting. You see what the system did, why, and how it is trending — every day.
How we work
Six steps from first call to launch
Every engagement follows the same sequence. Each step ends with something you can see, test, and sign off on.
System Discovery
We map the workflow the AI should own, the systems it must touch, and the single metric that defines success — before any model choice.
Architecture & Model Selection
Agent design, LLM and tool selection, retrieval strategy and integration points, written down and agreed before the build starts.
Build & Integration
The agent, its tools and its data connections are engineered and wired into your stack — telephony, CRM, internal APIs, or all three.
Safety & Escalation
Guardrails, consent and disclosure handling, and human hand-off paths are configured and tested before real users ever reach the system.
Pilot & Evaluation
A controlled slice of real traffic, daily transcript and output review, and tuning against your baseline until the numbers hold.
Operate & Improve
Monitoring, evaluation and iteration as a standing rhythm. Production AI is operated, not launched and left.
Have an idea? Let's build it.
Book a free 30-minute consultation, or write to us — you will always talk directly to the person who builds your product.
— Utkarsh Jaiswal, Founder · info@techonpixel.com