Product intelligence
Updated
Sep 11, 2026

Packaging Feedback Agent

Group the pricing and packaging friction raised across deals by objection type and account segment, rather than treating every objection as a discount request.

  • Trigger: a pricing objection is raised
  • AI steps: classify each objection, then group the friction by type and segment
  • Output: grouped feedback emailed to product marketing
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Packaging Feedback Agent: a pricing objection is raised; classify each objection, then group the friction by type and segment; grouped feedback emailed to product marketing
How it works

Agent breakdown

A blueprint to adapt, not a fixed recipe. Set the trigger, thresholds, and methodology that fit your team, and each step builds on the last, using the conversation and CRM context you already capture.

1
TriggerStep 1 of 6

Run when a pricing objection is raised

Whenever a pricing objection is raised, the agent runs and captures it. Packaging problems arrive one deal at a time, so collecting every objection gives product marketing a complete view of the friction across deals.

  • Trigger: A pricing objection is raised
  • Coverage: Every pricing objection
2
ActionStep 2 of 6

Pull what the buyer said

Next, the agent pulls the recording where the objection was raised. The buyer's exact words help it distinguish between a price that feels too high and packaging that does not fit how the buyer wants to purchase.

  • Recording: The call where the pricing objection was raised
  • Context: What the buyer said when they raised the objection
3
ActionStep 3 of 6

Pull the account segment and size

To show who is raising each objection, the agent pulls the account's segment and size. The same objection from two different segments can point to two different packaging fixes.

  • Field: Account segment
  • Field: Account size
4
ActionStep 4 of 6

Classify the objection

Using the buyer's exact words, the agent classifies the objection as level, structure, tiering, term, or unit. It keeps the sentence that determined the classification, so product marketing can see the evidence behind it.

Prompt

Classify the pricing or packaging objection raised in this call.

Input: the call recording where the objection was raised, plus the account's segment and size.

  • Classify the objection as one of the following types: level, structure, tiering, term, or unit.
  • Quote the sentence from the buyer that determined the classification.
  • Use the buyer's words from the recording. Do not treat the rep's interpretation as the objection.

Return the objection type and the supporting buyer quote.

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5
ActionStep 5 of 6

Group the friction by segment

Across the captured objections, the agent groups the friction by objection type and account segment. It then names any type and segment pairing that is clearly over-represented, so product marketing can see where a packaging problem is concentrated.

Prompt

Group the captured pricing and packaging objections by type and account segment.

Input: each classified objection, its supporting buyer quote, and the account's segment and size.

  • Group every objection by its type and account segment.
  • Keep the supporting quote and account size with each objection as additional context.
  • Name any objection type and segment pairing that is clearly over-represented across the captured objections.

Return the objections grouped by type and segment, followed by any pairing that is clearly over-represented.

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6
OutputStep 6 of 6

Send the feedback to product marketing

Finally, the agent emails the grouped feedback to product marketing. The email includes the buyer quotes and account context alongside the segment patterns, so the team can see what buyers objected to and where that friction is concentrated.

  • Recipient: Product marketing
  • Include: Grouped friction, over-represented type and segment pairings, buyer quotes, account segment, and account size
Output

Pricing and packaging friction by type and segment in product marketing's inbox

See which pricing and packaging objections appear across deals, how they group by account segment, and which pairings are clearly over-represented. Each group includes buyer quotes and account context, so product marketing can trace the pattern back to what buyers actually said.

  • For product marketing: Use the grouped feedback to identify whether the friction comes from price level, structure, tiering, term, or unit.
Pricing and packaging friction by type and segment in product marketing's inbox