Weaviate
AI Infrastructure · 59.1K followers · LinkedIn benchmark, last 12 months (original)
Report card vs prior 12 months
Posts
219
+48%Posts/wk
4.2
+50%Median eng.
36
-4%Smart avg
61.4
-30%Total eng.
17.1K
+3%Baseline vs market
- Median engagement 36 — top 54% of 87 tracked companies · top 14% of AI Infrastructure (n=7)
- Posts per week 4.2 — top 47% of 87 tracked companies · top 57% of AI Infrastructure (n=7)
- Engagement per 1K followers 1.33 — top 73% of 84 tracked companies · top 57% of AI Infrastructure (n=7)
What worked
- Industry Insight — smart avg 98.9 across 73 posts (2.7× typical)
- Product Update — smart avg 62 across 84 posts (1.7× typical)
- Personal Story — smart avg 60.7 across 16 posts (1.7× typical)
- Event — smart avg 51.4 across 24 posts (1.4× typical)
Best format: Image (smart avg 103.1, 114 posts). Best day: Wednesday. Best time block: 3pm–6pm UTC. Floors: 11+ posts per category, 11+ per timing bucket.
Who carried it
- 1. Danny Williams · Machine Learning Engineer — 7.2K engagement over 20 posts (75% of team engagement)
- 2. Daniel Madalitso Phiri · Senior Developer Relations — 1.1K engagement over 27 posts (12% of team engagement)
- 3. Chad Tindel · Senior Principal AI Solution Architect — 526 engagement over 33 posts (5% of team engagement)
Top-person dependency: 75% of team engagement rides on one poster.
Top posts
- 2025-10-07 · Danny Williams · Industry Insight1.5K eng. (1.3K likes · 44 comments · 137 shares)
I've been building RAG systems wrong this whole time. Turns out we're processing 90% irrelevant information. REFRAG fixes this massive incon…
View post → - 2025-09-17 · Danny Williams · Industry Insight1.1K eng. (921 likes · 23 comments · 134 shares)
You might think all chunking strategies are created equal. You'd be wrong - the difference is 𝘮𝘢𝘴𝘴𝘪𝘷𝘦. Chunking is arguably the most …
View post → - 2025-11-05 · Danny Williams · Industry Insight823 eng. (706 likes · 24 comments · 93 shares)
Stop predicting tokens with your LLM. Start predicting vectors. Every modern LLM, from GPT to DeepSeek, follows the same fundamental process…
View post →
Summary
- Posting pace rose 50% vs the prior 12 months (2.8/wk → 4.2/wk).
- Industry Insight posts earned 2.7× the company's typical post (73 posts).
- Danny Williams drove 75% of team engagement — a single-poster dependency worth watching.
- Median engagement of 36 sits in the top 54% of 87 tracked companies.