Yves Mulkers ✓

@YvesMulkers · Belgium · joined 20 May 2008

Data DJ │ AI & Data intelligence from 200K+ sources │ Daily signals → https://t.co/IKxe8yyr6D │ 7wData founder

99 987Followers

76 993Following

278 642Posts total

6.1KViews on collected posts

Against accounts of the same size

4 posts from the last 90 days, next to the 10K–100K follower range. below its peers on both reach and engagement.

Median views993this account2 578median for 10K–100K

Reach, %0.99%this account7.77%median for 10K–100K

Engagement, %0.04%this account1.47%median for 10K–100K

Metric	This account	Median for 10K–100K	Ratio
Median views per post	993	2 578	0.39×
Reach (views ÷ followers)	0.99%	7.77%	0.13×
Engagement rate	0.04%	1.47%	0.03×

Others in this range → Compare with another account → How these benchmarks are built →

Growth & engagement

How the posts we collected actually performed: views and reaction rate post by post, what the audience did with them, and where the follower count goes.

Views per post

2.7K15 Jan

1.1K2 Sep

3293 Sep

891

1.1K

Last 5 collected posts, oldest on the left. The scale is logarithmic: one post can outrun the rest a hundred times over.

Engagement rate per post

1.12%15 Jan

0.09%2 Sep

0.61%3 Sep

0.00%

Reactions — likes, reposts, replies and quotes — divided by views. Median for 10K–100K accounts is 1.47%.

What the audience does

Likes73.5%25 in total

Reposts20.6%7 in total

Replies2.9%1 in total

Bookmarks2.9%1 in total

Share of every reaction we collected for this account. Replies mean argument, reposts mean endorsement, bookmarks mean the post was worth keeping.

The follower curve appears once this account has two daily snapshots — we take one a day, and this one is on its first.

Latest posts

Refreshingly honest AI feature today: Nerdio's Script Pro generates scripts, but the vendor's docs say every one gets manually tested before production. No autonomy theater. That's the sparring partner model, not replace-the-engineer. Seeing the same guardrail? Say so. 1.1K views · 0 likes · 0 reposts · 0 replies 03 Sep 2026 India shipped a model with a sixth of DeepSeek R1's parameters, and it holds its own. Parameter count was always the vanity metric. Meanwhile most of us are renting our entire AI stack from one vendor with zero fallback plan. Comment 'sovereign' for the sovereignty audit. 891 views · 0 likes · 0 reposts · 0 replies 03 Sep 2026 CMS just proposed a Medicare pathway (RAPID) where the coverage decision ships the SAME DAY a breakthrough device clears FDA. Final ruling in 60-90 days. Most enterprises can't ship a schema change that fast. Comment 'rapid' and I'll send the RAPID eligibility checklist. https: 329 views · 0 likes · 1 reposts · 1 replies 03 Sep 2026 ‘AI agents need a new kind of firewall, one that protects what enters their context.’ That's not a vendor's tagline. Reply if you've hit this in your own stack. 1.1K views · 1 likes · 0 reposts · 0 replies 02 Sep 2026 Every day I scan 200K+ sources so you don't have to. Here's what I look for: → What's actually moving (not what's trending) → Patterns across multiple stories → Signal vs noise Free daily briefing: https://t.co/KNtNLIRTOQ No spam. Just intelligence. https://t.co/XtyC 2.7K views · 24 likes · 6 reposts · 0 replies 15 Jan 2026