How an AI agent can prepare a focused campaign diagnosis with tests and next actions
This workflow gives an AI agent a defined job, a bounded set of records, and a result a person can review. The agent reads the relevant Klaviyo context, applies the rules in the prompt, and keeps the source behind every recommendation. It returns a proposed handoff rather than taking consequential actions on its own.
Can an AI agent prepare a focused campaign diagnosis with tests and next actions?
Yes. Start with the scope, date range, decision rules, and fields that identify the right records. The agent can collect the evidence, compare states or sources, mark conflicts and missing data, and organize the result around the outcome above. A reviewer then checks the matches and judgment calls before approving messages, record updates, bookings, purchases, publishing, or other write actions. The guide below shows the records, boundaries, prompt, and handoff needed for this specific workflow.
Start with the observed problem
A campaign diagnosis needs a concrete symptom. Name the campaign, send window, intended segment, exclusions, and what looked wrong. The agent can then compare audience counts, profile eligibility, send status, delivery events, and message settings without turning a weak open rate into a vague verdict about content.
Ask for profile examples from both sides of the boundary: people who received the message and people who were expected to receive it but did not. The agent should trace the segment and suppression rules that applied at send time. Current profile state may differ from the state used for the original campaign.
Example starter prompt
Diagnose the Klaviyo campaign [campaign name] sent between [start] and [end]. The observed problem is [specific symptom].
Check the intended segment, exclusions, send settings, delivery events, and [sample profile IDs]. For each sample, explain eligibility at send time and cite the Klaviyo rule or event behind the result.
Separate audience, delivery, and content findings. Do not change segments, resend the campaign, or contact recipients. Return the smallest set of tests or corrections needed next.Separate delivery from response
A profile can be eligible but suppressed, sent but bounced, delivered but unopened, or clicked without completing the intended action. Keep those states separate. The handoff should include the affected count, example profiles, supporting rule or event, and the owner who can verify the conclusion.
The marketer should approve any segment correction on a copied or test audience before changing a live campaign path.
Questions this workflow answers
Why did the wrong people receive a campaign, and can an agent trace the audience rule that included or excluded each example?
Yes. Klaviyo supplies profiles, consent and suppression state, events, segments, campaigns, flows, messages, and delivery outcomes available to the account. Give the agent one campaign or flow, its intended audience, exclusions, send window, and several example profiles. It can follow each profile through the rule and event timeline instead of explaining the problem from aggregate counts alone.
The diagnosis should separate eligibility, suppression, send, delivery, open, click, and conversion states. A person may match a segment but be suppressed, or receive a message correctly while the expected conversion event never arrives. Ask the agent to cite the segment condition, profile property, event name and time, flow step, and message status behind each conclusion.
Identity and timing cause many false explanations. Duplicate profiles, changed email addresses, delayed events, timezone boundaries, and properties with unexpected types can alter membership. The agent should compare a few affected and unaffected profiles and show where their paths diverge. It should not infer consent from purchasing or assume an unopened message was not delivered.
The handoff gives affected counts, representative profiles, verified failure point, competing hypotheses, and a proposed test on a copied segment or controlled audience. A marketer confirms the business rule and approves any correction. The agent does not alter live segments, resend messages, or suppress profiles. It narrows “the campaign was wrong” to the exact identity, rule, event, or delivery state that needs an owner.