LEAD RESEARCH · Workflow idea

Turn relevant post engagement into a reviewed prospect shortlist.

Surface people reacting to or commenting on posts in your area, organize potential matches by fit, and prepare a relevant conversation starter. Public engagement is a research signal—not proof of purchase intent—so review each person before outreach.

A Roman aqueduct taking shape from architectural sketch to marble.
A little structure. A clearer outcome.
Starts with
Engagement signal
Produces
An organized shortlist of potential matches with a fit assessment, rationale, and the post that prompted their inclusion, ready for human review.
Category
Content & marketing

01 / The starting point

A clear request.
A useful direction.

Public reactions and comments on professional posts about selected topics

“Find public professional posts about selected topics, identify the people engaging with them, and compare available profile details with the ideal customer profile. Treat engagement as a research signal, not evidence of a need or intent to buy. Require a person to review every candidate before outreach.”
An example request · Make it specific to your team.

02 / The work

6 tasks.
One useful outcome.

Collects public engagement around selected topics, helps assess profile fit, and prepares candidates for human review.

  1. Choose relevant topics

    Find public professional posts that match the themes, industries, or conversations you want to follow.

  2. Identify engaged people

    Gather people who publicly reacted to or commented on those posts, along with the post context.

  3. Remove repeat entries

    Combine appearances across posts so each person can be assessed once, while retaining relevant engagement context.

  4. Assess profile fit

    Compare available profile information with your ideal customer profile and provide a fit rating with a clear rationale.

  5. Prepare relevant conversation starters

    Draft a concise note grounded in post context without assuming the person is interested in buying.

  6. Organize candidates for review

    Group potential matches so a person can check each candidate before deciding whether to reach out.

03 / The result

Something useful.
Something to build on.

An organized shortlist of potential matches with a fit assessment, rationale, and the post that prompted their inclusion, ready for human review.

AmbactiWorkflow folio · 6 steps

Prioritize people engaging with industry posts

Content & marketing · Example outcome

The handoff

An organized shortlist of potential matches with a fit assessment, rationale, and the post that prompted their inclusion, ready for human review.

Keep in mind

A reaction or comment shows engagement with a post; it does not establish buying intent. Check relevance and context before contacting anyone.

04 / Make it yours

Set the brief.
Set the standard.

A few choices shape the work around your team.

Define the conversations to follow

Choose the topics, industries, and post themes that are relevant to your work.

Describe your ideal customer

Set out the roles, organization traits, and other profile signals that indicate a potential fit.

Set your qualification guidance

Decide how selective the shortlist should be and what context or rationale reviewers need to see.

Establish a review step

Assign someone to check profile relevance, engagement context, and draft notes before any outreach.

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