Liquid
@liquidtrading · 34.3K followers
Introducing Co-Invest. (@coinvestai) The first way to trade directly through ChatGPT and Claude.
Co-Invest is a real product by a real founder (@liquidtrading). RADAR measures how the launch reach was built, not whether the product works or whether anyone was honest. This reading is verified confidence and every input is public.
By Simba, Launch Intelligence Analyst · Reviewed by Kshitij JK · Published 27 Jun 2026 · Confidence: verified
Independent, methodology-derived signal, not a statement of fact about any person. RADAR reads how reach was built, a signature, not an accusation. See the methodology.
The Co-Invest launch by @liquidtrading drew 3.8M views on 2.4K likes, which is 1,545 views per like, above the roughly 500 organic ceiling. RADAR reads a distribution-amplified (light) in how that reach was built, a signature of the mechanics and not a claim about the product or the founder. This is a verified reading and every input is public and reproducible.
This launch in the data
Where it sits in the corpus
Rank 15 of 23 tracked launches by views per like, lowest (most organic) first. A lower ratio is the favorable end.
Against the benchmark
This launch's views per like next to the organic median (445) and the amplified median (1,441) across the tracked set.
Co-Invest reached 3,770,458 views on 2,440 likes, a ratio of 1,545 views per like. That sits above the roughly 500-view organic ceiling but below the 2,000 line where the heavy distribution band starts, so RADAR reads a light distribution-amplified signature: a lift on the impressions rather than a heavy buy.
The costly written actions were present in proportion. Against 2,440 likes the post carried 215 replies, 121 quotes, and 181 reposts, a combined 2,957 public actions at about 0.078 percent of views. When the reply and quote layers stay coupled to the likes like this, the gap between views and likes reads as distribution on the reach and not as manufactured conversation, which is why the signature stays light.
RADAR has a verified trace here, so the light distribution-amplified reading is stated with confidence. Co-Invest is a real product, pitched as a way to trade through ChatGPT and Claude, and the reading is only about how its launch reach was built. A light lift on a genuine launch is unremarkable and entirely legal.
One detail sets this launch apart from the top-of-hour crowd: it published at 6:30 AM Pacific, on the half hour rather than the top of the hour. RADAR records the posting slot as context. The reading itself is anchored to the 1,545 views-per-like ratio.
The full method, the bands, and the confidence model are on the RADAR methodology page.
Confidence: verified. A full forensic trace exists (the complete quote-tweet pull plus a live metric snapshot). Sample: 2.4K likes and 121 quote-tweets. Metrics are point-in-time and re-checked over time.
This reading is not saying:
The finding is narrow: how the headline reach was built, read from public signals. It is a signature, not an allegation, and every input above is public and reproducible.
RADAR holds a verified trace for this launch, so the reading above is stated at verified confidence. The full forensic teardown for Co-Invest, the quote-tweet amplification wave and the per-component evidence cards, is being prepared and will publish on this page. Until it does, the reading rests on the public metrics and the engagement-coupling component, both reproducible from the source post.
For a launch RADAR has taken all the way through the forensic layer, see a full launch teardown or read the RADAR methodology.
The reading is computed from the public launch post. Pull its view and like counts for the ratio, page its quote-tweets to read the wave shape, and read the launch time from the post id.
View the source post on XEach named component carries a plain-English definition and a directional read where the public data supports one. RADAR publishes the component names, never the weights or the formula.
Whether the view curve grew the way organic spread does, or spiked like an injected burst.
Per-launch read not published in the public dataset. This component needs the forensic engine output.
Whether likes, replies, and reposts grew in step with views (the organic signature), or the views ran out ahead.
At 1,545 views per like, reach runs a step ahead of the likes: a light lift above the roughly 500 organic ceiling.
Whether the accounts replying are real, distributed people or a coordinated cluster posting together.
Per-launch read not published in the public dataset. This component needs the forensic engine output.
Whether the quote-tweet amplification looks like organic word of mouth or a known activation cluster.
Per-launch read not published in the public dataset. This component needs the forensic engine output.
Whether genuinely influential reference accounts engaged, or the reach was only low-quality volume.
Per-launch read not published in the public dataset. This component needs the forensic engine output.
Are you the founder of Co-Invest? You can claim or contest this read. RADAR attaches a founder response to the launch and re-examines any component you dispute.
Claim or contest this readAuthorship
Simba
Co-founder, FORKOFF
Reviewed by: Kshitij JK
Last reviewed:
Published:
Methodology
RADAR verified reading of the Co-Invest launch from public metrics: the views-to-likes ratio against the roughly 500 organic ceiling and the posting-time slot, framed as a signature of how reach was built, not an accusation.
Sources cited
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5.3M views · 1,523 per likeRead
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@YounchanHwang
1.7M views · 1,359 per likeRead
Merge Gateway launch
@shensi
3.7M views · 1,953 per likeRead
Superblocks 2.0 launch
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The benchmark behind every reading
RADAR reads whether a launch's reach was earned or bought from public data, with the confidence label and the source citation on every reading.