Generate and rank advocacy content variations with AI scoring

Writes several versions of a post or email, then scores each one so you know which will perform best.

How the work actually flows

A straight line. Runs once per each content version generated.

Pattern: Sequence (1) ยท Multiple Instances without Synchronization (12)

flowchart TD trig(("user specifies content requirements")):::human s0(("specify content type and topic")):::human s1[["generate several content versions"]]:::mi s2["score each version"]:::task s3["compile ranked list"]:::svc trig --> s0 s0 -->|"one per each content version generated"| s1 s1 --> s2 s2 --> s3 out[/"ranked list of content options"/]:::out pay{{"know which message performs best before publishing"}}:::pay s3 --> out out --> pay classDef task fill:#e7f6fe,stroke:#34b8f0,color:#2c2a29 classDef svc fill:#f6f8fa,stroke:#7c8795,color:#2c2a29 classDef mi fill:#e7f6fe,stroke:#0079a8,color:#2c2a29,stroke-width:2px classDef human fill:#fff,stroke:#0079a8,color:#0079a8 classDef store fill:#f6f8fa,stroke:#0079a8,color:#2c2a29 classDef trig fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigtime fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigdata fill:#8ad4f5,stroke:#0079a8,color:#06314c,font-weight:bold classDef gate fill:#fff,stroke:#e8a23d,color:#6b4708,font-weight:bold classDef out fill:#1f9d6b,stroke:#167a53,color:#fff,font-weight:bold classDef pay fill:#06314c,stroke:#021f33,color:#fff
A stepAn outside serviceRuns once per itemA personResultPayoff
Build size
Standard

A mid-size build with several tools working together.

Business functions
Social Media ManagementContent Generation & Copywriting
Connects
ClaudeHugging Face

The problem it solves

You want to test different versions of a message before sending it, but writing multiple drafts and guessing which one will land best eats up your day. You need a faster way to know which version is actually the most persuasive.

Who it fits

A content creator or campaign manager producing posts, emails, or captions that need to perform well.

How it works

  1. You specify the content type, tone, and topic
  2. AI writes several complete versions of the content
  3. Each version is scored using models trained on real engagement data
  4. The results are compiled into a ranked list
  5. You get the strongest options ready to use
What you get

Content options ranked before you pick one

You get several ranked versions of your post or email so you know which one is likely to land best.

What you get

A ranked list of content options with performance scores for each.

What you need

An AI model account for writing and a scoring service account.

We can build this. But should you?

The hard question is not how to build it. It is whether this is the right thing to build first.

That is what a Fractional Chief AI Officer figures out with you, before anyone writes a line of code.

Let's Talk Strategy

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