Product Overview

Resolve More. Hire Less. Know Why.

A decision layer that sits above your support stack — resolves and routes tickets automatically, without replacing the tools your team already uses. Zendesk-native. Additional platform support available via API.

Live in production on Paraison AI's own support desk — the same system we're offering you.

Every support team handles tickets that follow predictable patterns — password resets, billing questions, status checks, how-to requests. Today, those tickets consume agent time that could be spent on complex problems that actually require a human. The Agent Control Plane (ACP) changes that. It autonomously resolves the tickets that don't need an agent, and instantly routes the ones that do — with full context already attached.

ACP is not another automation tool — it's a decision layer that sits above your support platforms and orchestrates how every ticket is resolved, routed, and recorded.

How It Works

01
Ticket Arrives
ACP receives the ticket the moment it enters your support queue — no delay, no manual step. Zendesk-native. Additional platform support available via API.
02
ACP Reads & Decides
The classifier reads the ticket, assigns a confidence score, and determines the best path: resolve or route. Every decision is logged and explainable.
03
Action — Instantly
High-confidence tickets are resolved or routed in seconds. Ambiguous ones go to a human reviewer with full context attached before any action is taken.

Two Ways ACP Works for You

Tier 0
Autonomous Resolution
ACP automatically answers repeatable tickets using your knowledge base. When confidence is high, the customer gets a correct response instantly — and the ticket is resolved before an agent ever sees it. Designed to answer correctly or not at all — low-confidence tickets are held for human review, not guessed at.
$0.65 per resolved ticket
Tier 1
Intelligent Routing
When a ticket needs a human, ACP classifies it, assigns a priority, and sends it to the right team — with a routing summary already written as an internal note. Agents skip triage entirely and go straight to resolving.
$0.26 per routed ticket
Operator Console — $499/month · Live decision dashboard · Routing analytics · HITL review queue · Usage & billing

What Makes It Trustworthy

Confidence Scoring
Every decision is scored, logged, and explainable — your team can audit any action instantly. No black box.
Human-in-the-Loop Gate
Tickets below the confidence threshold are held in the Operator Console's HITL review queue — where your team approves or corrects the action before anything is executed.
Recursive Learning
Every agent correction feeds back into the classifier. The system gets more accurate on your specific tickets over time.
Full Transparency
ACP writes its routing rationale as an internal note in your support platform. Your team always knows what happened and why.
Next: The Business Case

The Business Case

ROI Breakdown

The ROI from ACP comes from two places: tickets that are resolved autonomously (so agents never touch them) and tickets that still need a human but arrive pre-classified, prioritized, and pre-summarized (so agents spend less time per ticket). Together, these create compounding savings as your ticket volume grows.

How to Calculate Your ROI

Industry Benchmark The average cost of a manually handled support ticket in B2B SaaS is $22.
Includes agent time, management overhead, tooling, and quality assurance. Source: Zendesk, Gartner, HDI industry data.
Tier 0 Savings
$22 saved
− $0.65 ACP cost
= $21.35 net saved
per deflected ticket
Tier 1 Savings
~7 min of triage
per ticket, recovered
for agent-facing work
at $0.26 ACP cost
Total ROI
Monthly savings
divided by
monthly ACP cost
= your ROI multiple
Worked Example — 1,000 Tickets / Month
40% Tier 0 deflection · 60% routed to agents
Deflection varies by ticket mix — run your numbers for your queue.
Tickets deflected autonomously (Tier 0)400 tickets
Manual cost avoided (400 × $22)$8,800
ACP Tier 0 cost (400 × $0.65)− $260
Tier 0 net savings$8,540
Tickets routed to agents (Tier 1)600 tickets
Triage time recovered (600 × 7 min @ $35/hr)$2,450 value
ACP Tier 1 cost (600 × $0.26)− $156
Operator console access fee− $499
Total ACP monthly cost$915
Total monthly savings vs. status quo$10,075
~11× Return on Investment in Month One
$10,075 saved on $915 spent — and the savings grow with your ticket volume.
Run your own numbers →

What the Numbers Mean for Your Team

$21.35 net saved per deflected ticketAt any volume, from day one
~7 minutes of triage recovered per routed ticketAgents skip straight to resolution
RAG-first, classifier-secondACP auto-resolves tickets that match your KB; the classifier routes everything else to the right team in Zendesk; low-confidence cases queue for human review
Every decision logged and auditableRouting rationale written as an internal note in Zendesk
Classifier trains on your correctionsDeflection rate improves every month on your data
$0.65 resolved · $0.26 routed · $499 consoleYou pay only when value is delivered
See how much support cost you can eliminate in your first 30 days.
We'll map your ticket flow and calculate your exact ROI live. No commitment required.
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