--- title: "Content Virality Predictor | AimRank" url: https://www.aimrank.io/products/virality-predictor/ description: "Predict which draft will perform best - before you post. Calibrated on your audience, not influencer folklore. AI prototype from €1,290." language: en updated: 2026-10-09 --- [Products · #21 · Sales & Marketing](https://www.aimrank.io/products/) TIER A BLUEPRINT # Content Virality Predictor Predict which draft will perform best - before you post. Calibrated on your audience, not influencer folklore. scaffold from **€1,290** ## How it works 01 ### Learn your baseline 12 months of your account history via official APIs - what your audience rewards, by format, hook type, time and topic. Your data, not someone's course. 02 ### Score variants, not vibes Hook, structure, thumbnail, length - embedded and ranked against your baseline. Relative lift with P10-P90 intervals, never an absolute "virality score". 03 ### The best draft earns the slot Ranked variants plus your audience's timing curve. Bottom-decile drafts get flagged to kill - a bad post doesn't just flop, it burns reach. 04 ### Reality recalibrates Every published post feeds back. When the platform shifts its algorithm, calibration decays visibly and we flag it - instead of quietly guessing. ## Methodology reference The published method this build is based on, and what it did in production. **X (Twitter)** open-sourced the 'heavy ranker' that scores a post's predicted engagement before it is ever shown. Pre-publish engagement scoring · as reported by [X Engineering ↗](https://blog.x.com/engineering/en%5Fus/topics/open-source/2023/twitter-recommendation-algorithm) Referenced for methodology only. AimRank is not affiliated with, endorsed by, or a customer of these companies; each links to its own public source. Sources last checked September 2026. ## The Four Guarantees™ - this build The scaffold wires all four in. The PoC proves them on your data, as of that day. Only Implementation keeps them true over time: watched, drift-checked, with recourse. ### Measured value \~15-25% engagement uplift on the same content spend at reference volume - the agreed number (conservative), reviewed against actuals monthly. ### Defensible Own-account data via official platform APIs only - no scraping, no pods; every score explainable by feature; Art. 50 AI-disclosure awareness built in. ### Self-improving Published results recalibrate the model continuously; algorithm shifts surface as visible calibration decay, alerted - not hidden. ### Yours & everywhere Your accounts, your cloud, full source. MCP endpoint - your content copilots score drafts inline while writing. ## The number, sized honestly Reference buyer: Lithuanian or Baltic agency, brand or media team publishing 20-100 pieces a month across LinkedIn, FB/IG, TikTok and YouTube. **\~15-25%** engagement uplift, same spend - the agreed number (conservative) **P10-P90** every prediction ships as an interval vs your baseline **\~1 in 5** drafts killed pre-publish - the quiet win **\~2 mo** payback at the PoC price, reference volume ## Three ways to own it | Tier | What you get | Price | | | ---------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | -------------------------------------------- | | | **Scaffolding** ★ | The full repo - draft embedding + feature pipeline, ranking model, calibration harness, MCP server. Reference run on public engagement data. | **€1,290** | | | **PoC** ★★RECOMMENDED | Calibrated on your 12-month account history - rank correlation and interval coverage measured on held-out months. Code + quality report yours. No guarantee - the feed doesn't sign contracts. | from**€3,900** | | | **Implementation** ★★★ | Production: scoring inside your drafting workflow, continuous recalibration from published results, algorithm-shift alerts, monthly predicted-vs-actual report - the agreed number (conservative) attaches here. | from **€12,000**\+ from €900/month assurance | | ★ = engagement depth. **PoC is the recommended path**: quality proven on your data before production money. The PoC carries no performance guarantee by design; the agreed number (conservative) attaches at Implementation, informed by the PoC report. ## What we don't promise **We don't promise virality - nobody controls the feed.** We promise a calibrated ranking of your drafts against your own baseline, intervals included, and a monthly predicted-vs-actual report. Accounts posting fewer than \~20 pieces a month don't have enough history for honest per-account calibration - we say that upfront instead of inventing a score. And when a platform changes its algorithm, our calibration decays in the open, with an alert - not in silence. ## Ready to see your own number? Request the build: within 48h you get a personal reply with the value sized to your volume. No commitment · reply within 48h · your data stays in the EU