How to Use Buzz Score

Buzz Score is an AI-powered content analyzer that scores your organic social media posts on the 10-Point Referral Rubric — a framework designed to identify which posts have the referral mechanics that make them worth promoting as paid ads. Every score returns a verdict: AD READY, OPTIMIZE, or KEEP ORGANIC.

Each point is worth 1 point: (1) Callout Specificity — does it speak to a specific person? (2) Visual Pattern Interrupt — does it stop the scroll? (3) Save Bait — is there a resource or checklist? (4) Expertise Signal — does it demonstrate authority? (5) Referral Logic — would someone forward it? (6) Authenticity — does it feel real? (7) Aha Moment — is there a key insight? (8) No Friction Outro — easy to act on? (9) Native Integration — fits the platform? (10) Tag-ability — would someone tag a friend?

Go to BuzzCenter (/buzziq/buzz-center) or call the API at POST /api/buzziq/buzz-score. Submit your post content (text, caption, or script). The AI scores it in seconds and returns the total Buzz Score, the verdict, your top strength, estimated save rate, and niche fit.

AD READY (8–10 points): This post has the mechanics to perform as a paid ad. Run it. OPTIMIZE (5–7 points): Good bones but needs refinement. The score breakdown tells you which of the 10 points are weak. KEEP ORGANIC (0–4 points): This post works for organic reach but won't convert well as an ad. Keep it in feed but don't spend budget on it.

Go to /buzziq/buzz-center to see all your scored content in one place. Filter by verdict (AD READY / OPTIMIZE / KEEP ORGANIC), platform, score range, or date. The top of the page shows your totals — how many posts are ad-ready, how many need work.

Posts that score 8+ trigger a 'Winner Alert' — a highlighted card in BuzzCenter with the top strength identified. These are your best candidates to boost this week. Dismiss alerts once you've acted on them.

Click on any post in BuzzCenter to see the full score breakdown — which of the 10 rubric points it hit and which it missed. Use the analysis to rewrite the post before boosting. Common quick wins: add a specific callout ('If you're a [person]...'), add a save hook ('Save this for later'), or end with a no-friction CTA.

If you have many posts to evaluate at once, use the batch API at POST /api/buzziq/buzz-score/batch. Submit up to 50 posts in one call. Results are returned sorted by Buzz Score, highest first. Ideal for auditing a content library before a campaign.

In BuzzCenter, click 'Export CSV' to download all your scored posts with scores, verdicts, platforms, and timestamps. Use this to build a report for clients or to track improvement over time.

When a post you boosted performs well (or poorly), submit feedback via POST /api/buzziq/buzz-score/learn. The model improves its pattern recognition in your niche over time, making future scores more accurate for your specific audience and content style.