AI Reply Classification: Turning “Interested” Into Pipeline
Most outreach tools stop at the send. Infiara’s AI reads every reply, labels its intent, and acts: tasks for interested leads, pauses for out-of-office.
Key takeaway
AI reply classification reads each incoming reply and labels its intent so the right action happens automatically. Infiara labels replies Meeting, Interested, Pricing, Out of office, or Not interested on the live mailbox, creates a task for positive replies, delays the sequence for out-of-office, and cancels follow-ups and suppresses the address for “not interested.”
A campaign that works creates a new problem: replies. Some want a meeting, some want pricing, many are auto-replies, and a few want you gone. Sorting them by hand is slow, and slow answers lose deals.
Five labels that map to five actions
- Meeting request → task for a person, follow-ups cancelled.
- Interested → task for a person, follow-ups cancelled.
- Pricing → task for a person, follow-ups cancelled.
- Out of office → queued follow-ups pushed back seven days.
- Not interested → follow-ups cancelled and the address suppressed.
Why it runs on the live inbox
Some tools ask you to forward replies into a separate system. Infiara reads the connected mailbox directly over IMAP, so nothing depends on forwarding rules and the thread stays in your real mailbox.
Humans stay in charge
A label is a signal, not a verdict. Operators see every thread in the inbox, and automations can be switched on or off per workspace. What changes is the order of work: positive intent rises to the top as a task instead of waiting in a list.
What a reply backlog really costs
Speed matters most for the replies that say yes. A prospect who asks for a meeting is comparing you with whatever else is in their inbox that day. If that reply sits under twenty out-of-office notices until tomorrow afternoon, the moment passes. Classification does not make anyone more interested; it makes sure the interested ones are answered first.
Examples of each label
- “Thursday at 2 works — send an invite.” → Meeting request
- “This looks relevant, can you share more about the rollout?” → Interested
- “What does this cost for a team of ten?” → Pricing
- “I’m out until the 28th with limited access to email.” → Out of office
- “Please take me off your list.” → Not interested
A simple daily routine
- Open Tasks first: every positive reply is already there with the contact and subject.
- Answer meeting and pricing requests personally the same day.
- Skim the inbox for anything that needs a human judgment call.
- Leave out-of-office and not-interested threads to the automations.
Frequently asked questions
What if the AI mislabels a reply?
Every thread stays visible in the inbox, so operators can act on it directly. Automations are per-workspace switches you control.
Does classification need forwarding rules?
No. Infiara reads replies from the connected mailbox over IMAP.
Connect Gmail, Google Workspace, Microsoft 365, or SMTP, import a list, and let Infiara run personalize → send → follow up → stop on reply → AI reply triage.
