Can we keep using our existing CRM and ticketing tools?

Yes. We integrate with Zendesk, Salesforce, HubSpot, Intercom, and most major support stacks.

How do you measure agent quality?

Continuous LLM-as-judge evaluation plus randomized human review against gold standards. We surface regressions before customers feel them.

What happens when the agent doesn't know the answer?

The agent escalates with full context to a human, rather than guessing. Confidence thresholds are tunable per skill.

AI / Autonomous Customer Operations Suite

Autonomous Customer Operations Suite

Q: How do you prevent agents from taking unsafe actions?

Every action passes through policy checks, dry-runs, and rate limits. High-risk actions require explicit human approval.

We engineer multi-agent AI suites that resolve customer tickets, billing inquiries, and account changes autonomously — with safe escalation paths and full auditability for the moments humans should still own.

Talk to a Solution Engineer View Case Studies

75%

Tickets resolved without human handoff

$2M+

Annual operations savings per deployment

CSAT-equal

Customer satisfaction matches human agents

Trusted by global innovators

Industry Overview

Autonomous Customer Operations Suite: Engineered End-to-End

AI agents don't replace customer ops teams — they amplify them. We design systems where agents handle high-volume routine work and humans focus on the complex, sensitive, and high-empathy cases.

Industry Challenges

What Stops Most Teams From Solving This Today

Common friction points we hear from ai teams scoping this kind of platform.

Ticket Backlog: Routine tickets pile up while complex cases starve for attention.
Inconsistent Quality: Knowledge spread across 100+ macros means agent responses drift over time.
Cost-to-Serve: Linear staffing scaling makes service economics impossible at consumer volumes.
Hallucination Concerns: Letting AI act on customer accounts requires careful guardrails most teams lack.

Our Approach

Our Engineering Approach

We engineer for the operational reality — not the demo.

Multi-Agent Orchestration

Specialized agents for triage, retrieval, action, and verification — each with narrow, testable scope.

Action Safety Rails

Every action passes through policy checks, dry-runs, and where appropriate, human confirmation.

Continuous Evaluation

Live performance and quality measurement against gold sets — no silent regressions.

Capabilities

Production-grade features the platform ships with from day one.

Autonomous Resolution

Triage, knowledge retrieval, and action all in one agent flow.

Multi-Channel

Web chat, email, SMS, voice, WhatsApp, Slack, Teams.

Safe Account Actions

Refunds, plan changes, address updates with policy and rate-limit guardrails.

Human Handoff

Smooth escalation with full conversation context and recommended next steps.

Quality Evaluation

Continuous LLM-as-judge and human review on randomized samples.

Personality Tuning

Brand voice, tone, and style configurable per channel and persona.

Knowledge Sync

Live sync with help center, internal wikis, and policy documents.

Analytics

Resolution, deflection, CSAT, and cost-to-serve metrics in real time.

How It Works

Reference Architecture

How data and decisions flow end-to-end.

Channel Layer

Inbound channels normalized into a unified conversation model.

Orchestrator

Multi-agent orchestrator routes to triage, retrieval, action, or human.

Action Layer

Tool-calling layer executes account actions with policy checks.

Quality Loop

LLM-as-judge and human review feed continuous tuning.

Operator Console

Live oversight, rule editing, and queue management for ops leads.

Engineering Stack

Technology Stack

A pragmatic stack chosen for reliability, speed, and ease of operation.

AI

GPT-4AnthropicLlamaLangChainLangGraph

Channels

TwilioVonageWhatsAppIntercom

Backend

PythonTypeScriptTemporalPostgreSQL

Apps

Next.jsReactTailwind

Observability

LangSmithPhoenixDatadog

Infra

KubernetesVaultTerraform

Measured Impact

Quantified outcomes from production deployments.

75%

Tickets auto-resolved

$2M+

Annual savings per deployment

CSAT-equal

Customer satisfaction parity

<3s

Median first-response latency

Telecom Provider Customer Operations Automation

A major telecom needed to handle technical support and billing inquiries at scale without growing headcount. We deployed a multi-agent suite across web chat, voice, and email.

Within the first year the system resolved 75% of incoming queries without human intervention while maintaining CSAT parity with human agents — saving over $2M annually in operations costs.

Case Study

Telecom Provider Customer Operations Automation

Use Cases

Where This Earns Its Keep

Common deployment patterns we see across customers.

Tier 1 Support Automation

FAQs, account info, and routine troubleshooting.

Billing & Refund Workflows

Refund requests, plan changes, and billing disputes.

Onboarding & Activation

Guided onboarding flows with conversational UX.

Sales SDR Automation

Lead qualification and meeting scheduling.

Internal IT Helpdesk

Employee IT support with action-capable agents.

Concierge Services

Proactive, context-aware customer concierge.

Integrations

Integrates With Your Existing Stack

We connect to the systems your teams already know.

Support

ZendeskIntercom

CRM

SalesforceHubSpot

Comms

Twilio

Payments

Stripe

Internal

Slack

Compliance-First Development Services Backed by Global Standards

We build secure, scalable products designed for privacy, interoperability, and regulatory readiness from day one across every sector we serve.

General Data Protection Regulation

Implement lawful consent flows, data minimization, and secure processing for global data privacy.

Service Organization Control 2

Verified controls for security, availability, and confidentiality of enterprise data systems.

Information Security Management

Adhering to the international gold standard for managing information security risks.

Our Edge

Why Global Leaders Choose Us

We combine deep technical expertise with industry-specific knowledge to deliver solutions that aren't just functional, but transformational.

Enterprise-Grade Security

We implement rigorous security protocols and compliance standards (HIPAA, GDPR, SOC2) across all industrial solutions to protect sensitive data.

High-Performance Scaling

Our architectures are built to handle massive data loads and user bases, ensuring seamless performance whether you're serving ten or ten million.

Accelerated Time-to-Market

Leveraging our suite of internal tools and proven frameworks, we reduce development cycles and get your product to market 40% faster.

Embedded AI Integration

Beyond simple wrappers, we build deep-learning integrations and predictive analytics directly into the core of your industry-specific workflows.

Engagement Model

Predictable, structured delivery from kickoff through long-term ownership.

Discovery & Scoping

We map the existing systems, constraints, and stakeholders to scope a focused 8–12 week first delivery.

Architecture & Pilot

A working slice on a representative environment — proving the data flow end-to-end before scaling.

Production Engineering

Hardened services, observability, access controls, and audit logging go live behind your IAM.

Operate & Iterate

We stay on as the embedded engineering team — closing tickets, tuning models, and shipping new value.

Voices of Success

We don't just build products; we forge lasting partnerships. See how we've helped industry leaders transform their vision into technical reality.

"I can clearly see how Agnotic has a unique way of handling end-to-end development. They are always active on quick chat and provide support quickly."

Aaron Phelan

Founder, Benchmark

"Agnotic is the best technical team we evaluated. Their engineering excellence made our work dramatically easier and allowed us to stay focused on what matters most for maternal care outcomes. They took full ownership of the technical execution, and we are always happy to continue working together."

Kim Smith

Founder, My Lauren

"Agnotic combines deep technical expertise with strong domain knowledge. They understand the business context, anticipate challenges, and make collaboration smooth and effective."