How Toptal launched ExpertCrowd on X
1K views, ranked 1978 of the 1981 launches we track. Reach and saves both sit close to where the rest of this list sits.
Today, we’re launching ExpertCrowd: the next generation of datasets, RL environments, and benchmarks. This platform gives frontier labs and innovative enterprises the expertise, tooling, and talent they need to generate high-quality data and tasks for training and improving their
How it compares
A launch means nothing against no one. These are the launches it is actually comparable to, and where this one sits among them.
| Compared with | Launches | Median views | This one | Rank |
|---|---|---|---|---|
| Product release the same kind of announcement | 954 | 692K | 0.0x | 953 |
| over 100K followers accounts of a similar size | 611 | 1.4M | 0.0x | 611 |
| Every launch all of them, for scale | 1981 | 688K | 0.0x | 1978 |
What this launch shows
Toptal posted this from an account with 219K followers and reached about 0.5% of them. For over 100K followers the usual multiple is 2.4, so the ranking model showed this to fewer strangers than it shows most launches.
It ranks 611 of 611 launches from accounts that size. Against every launch in the directory it is below the median of 688K views, at rank 1978 of 1981.
Likes led, 4 at 35.8 per 10,000 views against a median of 26.8, with the heavier signals closer to usual: 0 bookmarks, 0 replies, 0 quotes. A like is a reaction. The post was enjoyed more than it was kept.
It starts “Today, we’re launching ExpertCrowd: the next generation of datasets, RL environments, and benchmarks”, a first-person opening that the founder-account launches in the directory use most.
It carries an image and no video. 92% of launches in the directory carry a video, so this is the rarer choice, and the few image launches that travelled did it on the strength of the image.
The copy runs 40 words, about the usual length for a launch post here, where the median is 41. There is a link in the body, which costs a post some reach and buys it a place to send people.
It went out on a Tuesday. Launches posted on a Tuesday have a median of 651K views in the directory, and Friday is the strongest day at 880K.
Why posts from large accounts under-reach covers this: a post seen by fewer people than follow the account was held back by the ranking model.
For the next one, read whether a launch needs a video: 99% of the launches in the directory carry one, and the guide is about when the 1% is the right call. X analytics explained is the guide for it: what each of these numbers means, with benchmarks by account size.
Questions about this launch
When did Toptal launch ExpertCrowd?
Toptal posted the launch on X on 13 October 2026.
How many views did the ExpertCrowd launch post get?
1,117 views at the last read, ranked 1978 of the 1981 AI launches Doomers tracks, 0 times the account's following.
Who posted the ExpertCrowd launch?
@toptal, which has 219K followers.
Planning something like this?
We run launches on X for AI companies, with creators who already hold the audience you want reaching.