
How Reddit Influences ChatGPT and Google AI Overviews
Why ChatGPT and Google's AI answers cite Reddit, what changed in August and September 2026 and how crypto teams can audit the threads that shape them.
Written by
David
Head of Operations
Published September 10, 2026

The proof that matters, and how to tell it from the proof that does not
Most crypto marketing case studies are screenshots of a good week. The useful ones show a business outcome you can attribute, name, and check. This page is both: a short standard for reading any case study, and a summary of campaigns that moved real numbers, drawn from work that has driven $400M+ in client revenue and $30B+ in portfolio FDV across 600+ campaigns.
If you only take one thing: judge a case on its most accountable metric, not its loudest one. A revenue figure you can verify beats a reach figure you cannot, every time.
Before any result, run it through three checks. A case that fails one is marketing about marketing.
The Proof Standard for crypto marketing case studies: attributable, business metric, verifiableThis is the question worth answering directly, because founders weigh these three wrongly. Ranked by how hard they are to fake, and therefore how much they prove:
Crypto campaign outcomes ranked by credibility: revenue and retained users above volume above reach (fixed the caption overflow)So the honest ranking is revenue, then retained users, then scrutinised volume, then reach. When a case leads with the last one, ask why it could not lead with the first.
Judging an agency by this standard? AP Collective's results are built to pass all three checks, verifiable business outcomes across 100+ brands. See what we do or book a call.
Every case study worth trusting answers the same six questions in order. Read them as a checklist; a missing field is usually a hidden weakness.
If a case study cannot answer four questions, why, what, how, and what changed, it is a testimonial with better design.
A selection of campaigns, standardised so you can compare them on job and outcome rather than production values. Full write-ups are linked; figures on those pages are the source of record.
Project | Category | The Job (What and How) | Public Outcome | Read More |
Fableborne | GameFi | GTM engine for a web3 game | 250K-player ecosystem | |
Surf AI | AI x crypto | Narrative and mindshare | Scaled to #1 for AI mindshare | |
MEXC | Exchange | Influencer and user acquisition | User acquisition for a global exchange | |
Raydium | DeFi | Brand, campaigns, content engine | Ongoing growth for a Solana DeFi leader | |
Pudgy Penguins | NFT and token | Token launch amplification | Coordinated launch for a top crypto brand | |
NEAR Protocol | Layer 1 | Ecosystem and narrative scaling | Ecosystem and narrative growth |
AP Collective aggregate results: 100+ brands, 2.5B+ impressions, $400M+ client revenue, $30B+ portfolio FDVThe aggregate is the point. One strong case can be luck; a pattern across 100+ brands and 600+ campaigns, driving 30M+ followers, 2.5B+ impressions, and $400M+ in client revenue, is a method.
Want proof relevant to your exact launch, category, and stage? See the full set of crypto marketing case studies, explore what we do, or book a strategy call.
A documented account of a real campaign: the problem, the strategy, the channels, the spend, and the measurable outcome. A credible one is attributable to the work, tied to a business metric, and verifiable, not a collection of impressive-looking screenshots.
Revenue, then retained users, then volume with scrutiny, then reach. Revenue is the hardest to fake and the closest to the business; volume can be inflated by wash trading and incentives; reach is the easiest number to buy.
Because they reveal execution quality, ecosystem understanding, and whether an agency drives business outcomes or vanity metrics. A strong case shows clear context, defined objectives, and a measurable result you could verify.
Check it against an independent source: on-chain data, app-store rankings, public dashboards, exchange data, or a client reference. If a number cannot be confirmed anywhere outside the pitch, treat it as a claim.
Volume can be manufactured through wash trading, bots, and incentive farming, so a large number with no stated source or method proves little. Volume becomes credible when the case explains how it was generated and shows it was organic.
On the case studies page, covering DeFi, gaming, AI x crypto, exchanges, and Layer 1 and Layer 2 ecosystems, each with the business context and outcome.
Rarely. One result can be timing or luck. Look for a pattern across categories and cycles, which is why aggregate proof across many brands and campaigns matters more than any one headline.
Business context, a defined objective, the strategy and channels, a sense of spend, a verifiable outcome, and a transferable lesson. If the spend or the method is missing, the outcome cannot be judged.
The One-Page Action Spine
Related reading: AP Collective Case Studies | Services | Fableborne Case Study
Sources: AP Collective case studies and aggregate results (link); individual client case-study pages linked in the summary table (source of record for per-project figures).
Disclaimer: This article is educational and does not constitute financial or investment advice. Aggregate and per-project figures are as reported by AP Collective and its clients on the linked pages; verify current figures there. Outcomes vary by project, market, and stage, and past results do not guarantee future performance.
Written by David, Head of Operations at AP Collective. Reviewed periodically. If you spot something outdated, write to info@apcollective.io.
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