Context-Aware Intelligent Ticketing

A ticket is not a conversation. It is a problem to be solved.

ArcTicket brings the full operational picture inside the ticket. The disputed invoice, the missing shipment, the failed payment, all visible in one place. Agents stop hunting for context and start solving the problem.

Ticket #4827 Live
Customer disputes shipping charges on Invoice INV-44829
SLA 2h 18m remaining
Priority High
Assigned Sarah K.
$
Invoice
INV-44829
$4,280 · Disputed $320
Shipment
TRK-98452
Flagged · Exception
Last Payment
$4,280
Cleared · Oct 28
Customer
Apex Logistics
Tier 1 · 7yr account

The business data lives
inside the ticket.

When a customer disputes an invoice, the invoice is in the ticket. When a logistics team escalates a delivery exception, the shipment record is in the ticket. When a manufacturer investigates a production complaint, the order and the production data are in the ticket. ArcTicket connects directly to your operational systems and brings the relevant business records into the ticket workspace. Agents stop linking, copying, and switching tabs.

Powered by Context-Aware Ticketing
Ticket #4827 · Priority High · SLA 2h 18m
Customer disputes shipping charges on Invoice INV-44829
$
Invoice
INV-44829
Subtotal$3,960
Shipping$320
Total$4,280
Disputed line
Shipment
TRK-98452
CarrierFastFreight
DeliveredNov 4, late
ExceptionWeather hold
Customer
Apex Logistics
Account age7 years
TierTier 1
Past tickets2 open · 14 resolved
!
Recent Activity
Renewal · last month
Deal closed$72K
Field visitYesterday
Last NPS9 / 10
Invoice Dispute · Ticket Category
Policy SLA
4.0 h
Adaptive SLA
6.5 h
Based on 24 similar tickets resolved in the last 90 days. Adaptive estimate keeps your team accountable to realistic operational behavior.
Active Tickets · Risk Scoring
#4823 · Shipment query
On track · within historical pattern
3.2h left
!
#4825 · Returns dispute
Higher complexity · normal for category
5.1h left
#4827 · Invoice dispute
Outside pattern · flagged for review
2.3h left

SLAs that learn from how
problems actually get solved.

Static SLAs do not reflect how your team actually works. The policy says four hours, but tickets of this complexity have historically taken closer to seven. ArcTicket's Adaptive SLA engine learns from your operational behavior. It compares each new ticket against similar past cases, sets realistic resolution timelines, and flags the tickets that are genuinely at risk.

Powered by Adaptive SLA Intelligence

Solve a problem once.
Solve it faster every time after.

Every resolved ticket strengthens ArcTicket's Issue Repository. When a new ticket arrives, the platform automatically identifies similar past issues, recommends known resolutions, and suggests the right category. The knowledge a team builds solving one problem becomes the head start for solving the next. Recurring issues get resolved faster and escalations get shorter.

Powered by the Issue Repository
New Ticket · Incoming
Customer reports payment gateway timeout on checkout
Matching against repository
Similar Past Issues · 3 matched
Payment gateway timeout · Stripe webhook delay
92% match
Cleared by restarting the payment gateway service and replaying queued webhooks. Avg resolution: 23 min.
Use this resolution →
Checkout failure · session timeout on slow networks
87% match
Resolved by extending session timeout from 60s to 120s and adding retry logic on payment confirmation.
View resolution
Gateway connection refused · firewall rule change
78% match
Cleared after rolling back firewall update. Networking team to validate gateway IPs in allowlist.
View resolution
412 known issues in repository 89% match rate this month
Ticket #4827 · High Priority
Customer disputes shipping charges on Invoice INV-44829
Tasks within this ticket · 3 active All anchored to #4827
EN
Engineering · Mike R.
In Progress
Investigate root cause of shipping calculation. Pull carrier rate logs from Nov 3 to Nov 5.
FN
Finance · Priya K.
Awaiting Approval
Review disputed line items and propose credit memo for $320 if dispute is upheld.
CS
Customer Success · Sarah K.
Queued
Draft customer response once root cause and credit decision are confirmed.

Multiple agents. One ticket.
Zero fragmentation.

Traditional systems create subtickets the moment a problem needs more than one person. The original ticket loses context, the subtickets lose the parent thread, and the customer ends up explaining the problem three times. ArcTicket keeps the ticket as the single source of truth. Multiple agents collaborate through structured tasks inside the same workspace. The investigation, the approvals, the time logs, the customer communication all anchor to the same ticket.

AI that understands your operations,
not just your conversations.

Most AI in ticketing helps with the writing. Auto-replies, summaries, email categorization. ArcTicket's AI helps with the solving. It learns from your resolution patterns and the records attached to every ticket. It predicts SLA breach risk before it happens. It suggests root cause analysis based on similar past investigations. It recommends knowledge articles aligned to the operational context, not the keywords.

AI capabilities expanding across ArcTicket
96% confidence
Smart Categorization
Auto-classifies tickets by examining the attached business records, not just the email subject. Routes the right ticket to the right queue.
Result: Ticket #4827 classified as Invoice Dispute based on attached invoice INV-44829 and disputed line items.
78% likely
SLA Breach Prediction
Predicts which tickets are likely to breach SLA before they do, based on ticket complexity, current workload, and historical patterns.
Recommendation: Escalate Ticket #4827 now. SLA breach 78% likely within next 2 hours based on similar past cases.
Suggested
RCA Recommendation
Suggests root cause investigation steps based on how similar past tickets were resolved. Agents start with the playbook, not from scratch.
Suggested next step: Check payment gateway logs for the resolution window. Similar past tickets cleared by restarting the gateway service.
91% match
Knowledge Suggestions
Recommends knowledge articles based on the operational context attached to the ticket, not just keyword matches in the conversation.
Article matched: Invoice dispute resolution playbook. Relevance 91% based on attached records and ticket category.
Ticket Lifecycle Stages
Open Investigating Awaiting Approval Resolved Closed
Business Rules
If SLA breach predicted, escalate to Support Manager and notify Operations Head
If credit memo > $500, route to Finance approval before resolution
If Tier 1 customer, auto-priority High and 2h response SLA
Role Permissions
Agent
Senior Agent
Support Manager
Operations Head

Configure ArcTicket to
your service operating model.

Every business runs service operations differently. Escalation paths, approval rules, and team structures all vary by business. ArcTicket adapts to all of it. Configure lifecycle workflows, assignment rules, SLA policies, and role-based access to match how your support team actually works. Every change is logged for audit and compliance.

Built for businesses where
support is operational.

Food and Beverage Distributors

Delivery disputes, route exceptions, customer complaints, and order discrepancies. ArcTicket carries the order, the delivery record, and the route context inside every ticket so the team is investigating with the data, not chasing it.

3PL Providers

Multi-client operations with shipment escalations, inventory discrepancies, and customer support requests that have to trace to the right contract. ArcTicket carries the shipment, the client record, and the contract context inside every ticket.

Manufacturers

Invoice disputes, production support, distributor escalations, and field engineer follow-ups. ArcTicket carries the order, the production data, and the engineer's notes inside every ticket.

See how context-aware ticketing, adaptive SLAs, the issue repository, and the AI layer work together on one platform.