Product Overview

The agent that works the ticket, not just answers it.

Resolvemark agents take real actions: look up orders, process refunds, change subscriptions, send confirmations. They don't just suggest answers — they close tickets.

91% First-contact resolution
30+ Executable actions
4 min Median resolution time
3 days Time to first live ticket
Agent Lifecycle

How an agent resolves a ticket.

From ticket intake to confirmed resolution — every step is taken by the agent, not suggested to a human.

01

Ticket Intake & Classification

The agent reads the incoming ticket, classifies the request type (refund / subscription / billing / onboarding / access), and checks it against your configured action policies. If the request is out-of-scope or sentiment is flagged, it routes to escalation immediately.

02

Context Lookup

The agent queries your billing system (Stripe, Chargebee, etc.) or CRM to pull the customer's order history, subscription status, and account details. All data is fetched in-thread — no context switching for the agent or the customer.

03

Action Execution

Based on policy rules, the agent takes the action: issues a refund, changes a subscription tier, sends a password reset, or answers from the knowledge base. Every action is logged with a confidence score and policy citation.

04

Customer Confirmation

After the action, the agent sends a confirmation to the customer — in the same ticket thread, in natural language. No copy-paste responses. The tone matches your brand voice settings.

05

Resolution Logging & Analytics

Every resolved ticket feeds your FCR dashboard. Track resolution rates by category, agent vs. human performance, and escalation triggers. Identify patterns to improve both your agent policies and your product.

06

Smart Escalation to Human

When the agent's confidence drops below your threshold — or when sentiment analysis detects frustration — the agent hands off to a human with full context already written into the ticket. Your team picks up where the agent left off.

Architecture

The resolution engine under the hood.

Intake, resolution, and escalation flows working together in your helpdesk.

Resolvemark autonomous agent lifecycle diagram: intake, resolution, escalation flow
Security & Control

You set the guardrails. The agent follows them.

Every agent action is policy-governed. No action happens outside your defined rules. We're not asking you to trust a black box — every decision is logged, citable, and reversible.

Policy-governed actions

Define exactly which actions agents can take, the dollar limits for refunds, and the conditions that trigger human review.

Full audit trail

Every agent action is logged with a timestamp, confidence score, policy citation, and data sources consulted.

Escalation policy builder

Build conditional escalation rules based on ticket type, sentiment score, account tier, or keyword patterns. No-code builder or API.

Data isolation

Your customer data stays in your existing tools. Resolvemark connects via OAuth with scoped permissions — no mirroring, no separate data warehouse. Designed with data minimization controls.

Pause at any time

Disable any agent type or action category instantly. Maintenance mode routes all tickets to your human team while you update policies.

Confidence thresholds

Set minimum confidence scores per action type. Low-confidence decisions auto-escalate — preventing hallucination from reaching customers.

Ready to close your backlog?

14-day free trial. Connect your helpdesk, go live in 3 days. No card required.