Add a LinkedIn Post Performance Analyser with niche benchmarking and AI optimisation
Add a Post Performance Analyser to the LinkedIn content workflow that evaluates a post before publishing and compares it against relevant high-performing posts from the same niche.
The goal is not to show a generic AI-generated “virality score”. The analyser should use real benchmark signals wherever data is available and clearly distinguish measured data from AI predictions.
The analyser should include:
Predicted Performance Score (0–100) based on the post, historical account performance where available, and niche benchmarks.
Estimated Reach shown as a range rather than false precision.
Estimated Engagement Rate with the assumptions behind the estimate.
Niche Benchmark Comparison against relevant high-performing LinkedIn posts from the same topic/niche.
Show 3–5 benchmark posts with useful metrics such as reactions, comments, reposts, impressions/reach where available, author/account size where available, and publication date.
Explain why each benchmark is comparable to the current post rather than simply showing popular posts.
Analyse the hook, structure, readability, post length, formatting, topic relevance, CTA, media usage, and engagement patterns.
Provide specific recommendations ranked by likely impact.
Generate an Optimised Rewrite while preserving the author’s original meaning, facts, voice, and positioning.
Allow users to compare Original vs Optimised before accepting changes.
Add Apply & Preview Rewrite so the user can send the improved version back into the LinkedIn post editor without overwriting the original until confirmed.
Important: avoid fabricated performance claims. If LinkedIn or another connected source does not provide enough data to support a reach, engagement, or benchmark prediction, label it clearly as an AI estimate and show confidence/available evidence rather than presenting it as measured fact.

The analyser should become part of the existing LinkedIn creation workflow, not a disconnected standalone tool.
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