Support teams scale linearly with customers because nobody does the analysis that would break the link. The volume is not a thousand different problems — it is twenty problems arriving a thousand times, and each has a fix that is not "answer faster".
Helpdesk categories do not reveal them. Categories are chosen by whoever is closing the ticket, under time pressure, from a dropdown designed two years ago. "Billing" contains four unrelated problems. "Other" contains the interesting ones.
And the fix is rarely a help article. That assumption is baked into every deflection tool on the market and it is wrong most of the time. A recurring ticket usually means the product does something surprising, an error message does not say what to do, or a step in onboarding was skipped. Writing an article about a confusing button treats the symptom, and volume never actually falls.
This agent groups tickets by the problem underneath, counts what each cluster costs in tickets and handling time, and says which kind of fix would end it — naming the product change, the wording, the onboarding step or the document. It answers no tickets and writes no articles: it tells you where to spend an engineer's week so that a thousand tickets become fifty.
Because the cause was fixed rather than documented.
With the ticket cost attached to each ask.
Which is the only way the economics ever change.
The dropdown was designed two years ago and is chosen under time pressure. 'Other' is where the interesting tickets are.
Product change, error wording, onboarding gap or document. Assuming it is always a help article is why volume never falls.
Tickets, handling time, and repeat contacts. That is the number that funds the fix.
A resolved ticket that reopens is a worse signal than one that takes a long time.
Both produce tickets. Only one is a bug, and they are fixed by different teams.
It never replies to a customer or publishes an article. It tells you where an engineer's week pays back.
Why Customer support in particular. Every deflection tool assumes the fix is a help article. Usually it is a product change, an error message or a skipped onboarding step — so volume never actually falls.
Runs unattended
Started by you or by an event, and it finishes on its own. Nothing waits for someone to be at a desk.
The same standard every time
The two-hundredth item is held to the bar the first one was. Consistency is the part people cannot sustain.
It cannot act on its own
Support Deflection Analyst has no path to sending, spending or committing. That limit is why its output is safe to act on.
This agent runs server-side through the PROMIVO runtime. Each run is logged step by step and every tool call is permission-checked before it executes.
Read-only by design. This agent has no path to sending, spending, publishing or committing anything. Where that limit is the product, removing it would remove the reason to trust the output.
Demo dataIllustrative sample output, abridged.
{
"period": "Q3 2026",
"tickets": []
}{
"clusters": [
{
"trend": "growing",
"theFix": "The export screen shows the same state for 'running' and 'failed'. A distinct failed state with the reason would end this cluster. It is not a documentation problem — an article cannot tell someone what their own export did.",
"fixType": "error-wording",
"problem": "Customers cannot tell whether an export finished or failed.",
"tickets": 214,
"examples": [
"\"Has my export worked? It has said the same thing for an hour.\""
],
"reopenRate": 18,
"handlingHours": 61,
"documentedAlready": true,
"shareOfHandlingTime": 22.4,
"cutsAcrossCategories": [
"Billing",
"Technical",
"Other"
]
},
{
"trend": "growing",
"theFix": "Apparent breakage rather than confusion — a third of these reopen, which means the workaround does not hold. Reproduce before writing anything.",
"fixType": "product-change",
"problem": "Second and third users at an account never receive their invitation.",
"tickets": 88,
"examples": [
"\"I have invited my colleague three times and nothing arrives.\""
],
"reopenRate": 31,
"handlingHours": 25,
"documentedAlready": false,
"shareOfHandlingTime": 9.1,
"cutsAcrossCategories": [
"Account",
"Other"
]
}
],
"escalate": true,
"disclaimer": "An analysis of your own ticket history. No ticket has been answered or changed, nothing has been published, no customer has been contacted, and no identifying customer detail appears in this output.",
"genuineTail": "41% of tickets are genuinely one-off and do not cluster. Any tool that tells you otherwise is manufacturing groups.",
"escalationReason": "The largest cluster is 22.4% of handling time and growing, and one cluster shows apparent breakage affecting multiple accounts with a 31% reopen rate."
}No integrations required.
The clusters, their cost, and what would end each.
Whether the volume is real or self-inflicted.
What the new version made people ask about.
Product problems with a ticket cost attached.
$299/month
Billed monthly through your PROMIVO subscription. Cancel at any time.
Runs consume your plan allowance for agent executions and tokens. See plan limits.
No. It is an analyst, not an agent that talks to customers. Publishing an answer is a decision about your voice and your accuracy, and it belongs to your team.
Because they are wrong. They are chosen under time pressure from a stale dropdown, and the clusters that matter cut across them. Regrouping is the work.
It reads ticket content, which may contain personal detail. It reports clusters and never reproduces a customer's identifying information in its output.
No reviews yet. Reviews open once customers have run this agent.
Tell us what to change and our team will scope a customised version for your business.
Customize this agent