FORKOFF Research · RADAR · Data Study · 2026-07-15
FORKOFF RADAR read 30 public X product launches by the views-per-like method. Two in three, 20 of 30 or about 67%, show a bought-amplification signature, and only 33% read cleanly organic. Every figure is read from public data with the published RADAR method.
Paying for distribution is legal, common, and often a sound launch tactic. This study measures how reach was built, not whether anyone was honest. It is reported at the aggregate level, and the only launches named are the ones that read cleanly organic.
Of the 30 public X product launches FORKOFF RADAR scored on the views-per-like method, 20 of 30 (about 67%) carry a distribution-amplified signature and 10 (33%) read cleanly organic. Organic reach on X tops out near 500 views per like; above that the reach ran ahead of the audience, and above roughly 5,000 the ratio reaches the fraud-tier band. Paying for distribution is legal and common, so this study measures how reach was built, not whether anyone was honest.
Likes are the cheapest genuine signal a real audience gives a post, so the ratio of views to likes is a clean tell for how reach was built. RADAR divides each launch post's public view count by its public like count, then reads the ratio against a ladder calibrated on real launches. The organic ceiling sits near 500 views per like. The heavy distribution band begins near 2,000. The fraud-tier band begins near 5,000, where the impression count and the engaged audience come apart.
To keep a light read from being mislabeled heavy, RADAR also weighs the costliest actions to manufacture, replies and quote posts, against the reach. A launch with a thick written conversation under it earns a lighter read at the same ratio than one where the reach stands alone.
Under ~500:1
Organic
Views and likes climb together. The reach reads as earned, with no amplification signature.
~500 to ~2,000:1
Paid-lite
The reach runs a modest step ahead of the likes. A light amplification layer on a launch that was still connecting.
~2,000 to ~5,000:1
Paid
The reach runs well ahead of the engagement, in the heavy distribution band.
Over ~5,000:1
Botted-signature
A fraud-tier ratio where the impression count and the audience that engaged come fully apart.
Across 30 public product launches RADAR read by the views-per-like method, 20 of 30 (67%) carry a distribution-amplified signature and 10 read cleanly organic. Bar length is the share of the 30-launch corpus. Paying for distribution is legal and common; this measures how reach was built, not whether anyone was honest.
reads earned
Views-per-like at or near the roughly 500 organic ceiling. RADAR finds no distribution-amplified signature.
light lift
Reach runs a modest step ahead of the engagement, a light amplification layer on a launch that was connecting.
heavy lift
Reach runs well ahead of the likes, above the roughly 2,000 line where the heavy distribution band begins.
fraud-tier ratio
A fraud-tier views-per-like ratio, above roughly 5,000, where the impression count and the audience come apart.
Source: the RADAR reference-launch corpus, 30 public launch posts scored on the views-per-like method against the roughly 500 organic ceiling and the roughly 5,000 fraud-tier band. Counts are computed directly from the underlying data, not estimated. The same forensic method audits every view on a FORKOFF viral launch engagement.
These are public launch posts, not FORKOFF client work. RADAR read each one by the views-per-like method and found no distribution-amplified signature, so the reach reads as earned. Bar length is the public view count on the launch post.
Launches RADAR read as amplified are deliberately excluded from this board. Every launch below links to its cited source post and full RADAR reading.
views-per-like: 312· organic
views-per-like: 492· organic
views-per-like: 396· organic
views-per-like: 211· organic
views-per-like: 445· organic
views-per-like: 498· organic
Source: the RADAR reference-launch set, public post metrics plus the views-per-like read. 6 organic-verdict launches shown, ranked by public reach. The same forensic method audits every view on a FORKOFF viral launch engagement.
RADAR names the organic launches because a clean read is a positive finding. Each of these sat at or near the roughly 500 organic ceiling, where the engagement kept pace with the reach, so RADAR found no distribution-amplified signature. The launches that read amplified are reported only in the aggregate, never named.
A real public launch, read on the method FORKOFF uses to audit every view. Below the roughly 500-to-1 organic ceiling, the reach reads as earned. Above it flags a distribution-amplified signature. This dial is a public launch, not a FORKOFF client.
The launch on the dial
OpenAI's Jalapeño AI chip
@OpenAI · 2026-06-24
At 312 views per like the engagement keeps pace with the reach, inside the organic ceiling, so RADAR finds no distribution-amplified signature. This is the same read FORKOFF runs on every view of a guaranteed viral launch.
See the full RADAR reading →The same views-per-like read in this study runs on every view FORKOFF delivers on a launch. When FORKOFF guarantees a view tier on a viral launch, it hits that tier through organic distribution and a make-good if a number falls short, never through bought amplification that a RADAR read would flag. The point of measuring the market this way is to hold FORKOFF's own work to it.
That distribution engine has already processed more than 5B views across FORKOFF's clipping network, so the reach on a FORKOFF launch is reach a real audience saw, and the report you get back carries the same read this study runs on the public corpus.
Authorship
Simba
Co-founder, FORKOFF
Reviewed by: Kshitij JK
Last reviewed:
Published:
Methodology
The X Launch Authenticity Study 2026: a first-party data study. FORKOFF RADAR scored 30 public X product launches on the views-per-like method, dividing each launch post's public view count by its public like count and reading the ratio against a calibrated ladder (a roughly 500 organic ceiling, a roughly 2,000 heavy-distribution line, a roughly 5,000 fraud-tier band), with replies and quote posts weighed to keep a light read from being mislabeled heavy. Distribution: 10 organic, 20 carrying a distribution-amplified signature (about 67%). Counts are computed from the underlying data on every build. Reported at the aggregate level; the only launches named are the ones that read cleanly organic. Amplified reach is framed as legal and common; RADAR reads a signature, never an intent.
Sources cited
FORKOFF delivers viral launch videos to a guaranteed view tier through organic distribution, then audits every view with the same views-per-like method this study runs on the public corpus. See how a guaranteed-view launch works.
Explore the launches
HyperAgent launch
@howietl
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SubQ launch
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OpenAI's Jalapeño AI chip launch
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Cursor for iOS launch
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Anoria launch
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Meridian launch
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The benchmark behind every reading