
AI Ticket Classification
Tags incoming tickets by topic, product, urgency and sentiment.
Employees get answers from your Freshservice solution articles, and anything unresolved becomes a ticket for the right group.
You have written good solution articles in Freshservice, yet employees still open tickets for questions they answer. This agent puts those articles to work: it answers staff in Slack, Teams or a website widget, and when it cannot resolve something, it opens a Freshservice ticket for the right group with the conversation attached. Your agents get fewer repeat tickets and better-described ones.

AI Helpdesk Agent for Freshservice answers employee IT and internal service questions from your Freshservice solution articles and approved documents, in Slack, Teams or a website widget. When it cannot resolve something, it opens a Freshservice ticket for the right group.
Repeat tickets about passwords, access and devices fill Freshservice queues and push real incidents down the list. Agents copy the same article link again and again. After launch, employees get answers from your own solution articles straight away, and tickets that do get opened are routed to the right group with context. The Scope Card lists the channel, connected systems and topics covered before you order, so your IT lead knows exactly what changes in the queue.
The agent answers employee IT and internal service questions from your Freshservice solution articles and approved documents. Many simple questions end without a ticket being opened.
When the agent cannot resolve something, it opens a Freshservice ticket for the right group. The question and conversation are carried across through the documented field mapping.
Employees ask in Slack, Teams or a website widget, whichever one channel you choose. The agent answers there and only raises a ticket when it must.
Your portal lists these the moment you order. Delivery starts the working day after everything is in and your access is checked.
| Option | Delivery time | Price |
|---|---|---|
| Standard | 20–30 working days | $4,400 |
| Express | 15–25 working days | $5,150 |
| Rush | 10–20 working days | $5,950 |
Before you start: Export a month of Freshservice tickets by category and group, including reassignment counts.
These are things to track, not promised results. Outcomes depend on your data, your team and your market.
Expect roughly $30 to $150 a month after launch, paid in your own accounts for AI model usage and hosting. The build price is charged once.
Freshservice stays on your current plan; licenses and upgrades are outside the build. Build and test usage is billed to your accounts.
Ask about running costsCustom Freshservice objects outside the agreed mapping, an additional channel or extra intents are priced in a written Change Quote, sent of a note at checkout.
Request a custom versionMonthly maintenance covers monitoring, fixes and change hours for things such as new solution articles or a revised ticket category. It starts after the post-launch support period, bills monthly and can be cancelled any month. Unused hours do not roll over.
$249/mo (the minimum fee, includes 2 change hours)
Optional. Starts after the post-launch support period. Cancel any month.
How maintenance works| Do it yourself with a SaaS tool | Hire a custom agency | Upmark Labs | |
|---|---|---|---|
| Price | A built-in AI add-on is commonly priced per agent | A Freshservice partner quotes after scoping | Ours is one fixed price, shown on this page before you buy |
| Where staff ask | The service portal | Depends on the partner's build | Ours answers in Slack, Teams or a website widget |
| Ticket handoff | Staff fill in a form | Depends on the partner's build | Ours opens a Freshservice ticket with the conversation |
| Delivery | Quick to turn on, slow to tune | Several weeks | Ours has a fixed delivery time shown before you buy, with faster options |
Yes. Solution articles you approve become part of its knowledge, alongside other documents, up to 100 documents or 200 web pages in total. It answers only from that set. Articles you rewrite later can be refreshed in the agent through the change hours included with maintenance.
Asset records are part of the two-way mapping, so the agent can read the asset fields your admin includes, for example to record which item a request concerns when it opens a ticket. Exactly which asset fields it reads or updates is agreed at intake and written into the documented mapping.
Yes, for requests it cannot resolve. The ticket goes to the group your escalation rules name, with the employee's question and the conversation attached. Ticket creation is tested on test records before launch, so you see exactly what a handed-off ticket looks like before staff use it.
A Freshservice API key, provided by your admin, plus that admin on a 30-minute setup call to agree the mapping. The key belongs to your Freshservice account, scoped to the agreed tickets, assets and solution articles, and your admin can rotate or revoke it whenever you choose.
About $30 to $150 a month in your own accounts for AI model usage and hosting, depending on how many questions staff ask. Freshservice licenses or plan upgrades are not part of this build, and nothing is billed through us after the one-time build price.
You see the fixed delivery time before you buy, counted from a verified intake, and you can choose express or rush delivery if your launch date is close. The schedule holds when the API key, articles and escalation rules arrive within 72 hours of ordering.
Order the Freshservice edition and your solution articles answer staff before a ticket opens, while unresolved requests reach the right group with context.

Tags incoming tickets by topic, product, urgency and sentiment.

Routes tickets to the right team or agent based on content and skills.

Drafts replies and surfaces relevant articles for human agents inside the helpdesk.