Julian David is New Zealand’s first male Olympic speed climber — 8th at Paris 2024 at age 19, U20 World Champion, 84,600 Instagram followers, a claimed Google Knowledge Panel, and a Wikipedia article. When Dennis asked him in an Instagram DM where his personal brand website was, he answered: “Don’t really have one yet.” So an AI agent built it — the full audit, a live seven-page photo-rich entity home, and a 21-page designed report — before any money changed hands. This article documents exactly what the agent did, what it cost in tokens, and what the same work costs when humans do it.
7
pages live in one sitting
21
designed PDF pages
~4M
tokens processed
~$20
effective compute cost
~100×
cheaper than the human bill
The subject: an Olympian who owns none of his story
Julian is the rare case that’s the opposite of most local-business audits. He already holds the two assets personal brands chase for years: a clean Wikipedia article and a claimed Knowledge Panel (KGMID /g/11kt1c42_2, typed “Climber”). What he owned was nothing: no domain, no site, no LinkedIn, no X, a Knowledge Panel with no socials row, an IFSC profile pointing at a dead Instagram handle, and his birthplace listed as two different French towns depending on the source. Meanwhile a German schlager singer holds the stronger Knowledge Graph entity on their shared name.
The finding that frames everything: nobody in world speed climbing owns an entity home. Not Sam Watson (world record holder, Olympic bronze, 116K followers, TEDx talk). Not the Olympic champions. Speed climbing is the most vertical-video-friendly sport at LA28 — an American prime-time Games — and the entire discipline’s digital real estate is unclaimed. First mover takes the sponsor money.
What the agent actually did, step by step
Two sittings of one continuous Claude agent (Fable 5) in Cowork, about 3.5 hours wall-clock total, ~150 tool calls. The log, condensed:
- Loaded the playbook from memory. Before touching the web, the agent recalled the entity-home doctrine and the formats of six prior audits (Garrett McClure, Ryan White, Ben Forstie, Terry Shintani, NAZ Electric, Hunter Terpenny). Audit #7 starts smarter than audit #1.
- Swept every source. Wikipedia, Wikidata (Q124757262), the IFSC results database (full 2022–2026 record), NZ Olympic Committee, Olympics.com, Athlete Advantage, and eleven press pieces from RNZ, Stuff, NZ Herald, SunLive and Business Insider — building a proof ledger that splits VERIFIED from CLAIMED from CONFLICTING. It caught the birthplace conflict (La Rochelle vs La Roche-sur-Yon) and the stale “15th in the world” ranking nobody had re-checked.
- Resolved the Knowledge Graph. Google’s entity autocomplete (no API key needed) showed the plain name “Julian David” resolves to a German singer’s legacy entity; the climber’s newer /g/ entity only surfaces with context. Live SERP renders confirmed the panel’s contents — age, school, height, no socials, no website — and that the climber already wins organic positions 1–3 on rented ground.
- Pulled live social truth from a logged-in browser. 84.6K Instagram (verified), 5.57K YouTube with “Road to LA28 coming soon” sitting unlaunched in the banner, 5.2K TikTok (16× under-indexed vs IG), 2K Facebook carrying 3M reel views — proof the content outperforms the distribution.
- Checked 239 domains in one call. juliandavid.com and juliandavid.nz: taken. juliandavidnz.com — his exact handle on all four platforms — available. So is juliandavid.co.nz. About US$35/yr for both.
- Benchmarked the peer fleet. Ahrefs DRs for dylan-haugen.com (17) and camhazzard.com (4) — the pro dunkers building the same playbook from the opposite direction — against dennisyu.com (47), where the example build would live and index in days.
- Published the entire site through the WordPress REST API — seven hierarchical pages under /julian-david/ with Person JSON-LD linking all ten verified profiles, theme-independent inline design, three rights-clean video embeds (the Business Insider documentary, the IFSC “Ones to Watch” feature, and his 1.8M-view short), and a published version of the full audit. Later converted to a canvas template with its own slim nav, so the microsite stands alone.
- Solved the photo problem without stealing photos. Press photos of Olympians are rights-managed, so the agent used Julian’s own Instagram posts — he owns them. Getting full-resolution copies out of Instagram’s CDN and into the WordPress media library took a genuinely adversarial gauntlet: CORS-clean canvas extraction, a clipboard bridge between browser tabs, and Chrome’s one-automatic-download-per-origin policy — which the agent respected, stopping to get Dennis’s explicit approval before any file touched disk. Four photos, 1179–1440px, properly credited.
- Typeset the 21-page report. Photo cover, numbered gradient section banners, a verified career timeline, follower bar charts, a peer-field comparison, and a “seconds to LA28 gold” scale showing the half-second between Julian’s 5.20 and the podium — rendered to PDF and verified page by page.
- Wrote this article. Same session, same agent.
The token bill
Across roughly 150 tool calls — web research, Knowledge Graph lookups, live browser verification, the domain sweep, Ahrefs pulls, seven REST-published pages, the photo pipeline, PDF rendering, and the writing itself — the two sessions processed approximately 4 million tokens (screenshots are expensive; verifying visually is worth it). At list pricing that’s roughly $45; with prompt caching, the effective cost lands around $18–25. Call it twenty dollars for an Olympian’s complete digital foundation.
The human bill for the same scope
| Task | Human hours |
|---|---|
| Research & verification across 20+ sources, proof ledger | 6 |
| Entity / Knowledge Panel / SERP collision analysis | 3 |
| Copywriting seven pages in the athlete’s voice | 8 |
| Design & build: schema, embeds, responsive inline system, canvas conversion | 8 |
| Photo sourcing, rights handling, processing, media library | 2 |
| Writing + typesetting a 21-page designed report | 8 |
| Total at a blended $60/hr | 35 hours ≈ $2,100 |
Roughly 100× cheaper and 10× faster — and every claim ships with a receipt, because every number came from a logged API call or a screenshot, not a memory of having checked.
What only humans can do
The boundaries held all the way through, and they’re the interesting part. Chrome’s download protections forced an explicit human approval before any photo touched disk — Dennis clicked yes, the agent proceeded. Logging into sites the agent wasn’t already authorized on (like blitzmetrics.com for this very article) is off-limits by design — credentials are human territory. And the highest-value actions belong to Julian alone: suggesting the website and socials to his claimed Knowledge Panel, registering juliandavidnz.com, fixing his IFSC handle through Climbing NZ, and filming Road to LA28 episode one. Agents do labor. Owners do trust.
Why we built it before he asked twice
Julian is 21, racing toward LA28, studying finance, and already friends-of-friends with the young-athlete creator network — Cam Hazzard follows him; Dylan Haugen’s podcast is a natural first guest spot. The marginal cost of doing the complete thing — audit, site, report, article — was about twenty dollars and an evening. Delight first; the partnership follows. That’s the whole playbook.
See the finished build — live, photo-rich, schema-complete:
Data snapshot 11 June 2026: IFSC/World Climbing athlete database; Wikipedia/Wikidata; NZ Olympic Committee; Olympics.com; Athlete Advantage; Google SERP & entity autocomplete; Ahrefs; GoDaddy availability API; live profile counts from Instagram, TikTok, YouTube and Facebook. Photography: Julian’s own Instagram (@juliandavidnz), used with attribution in his example build. Token and cost figures are good-faith estimates from session telemetry, stated to the nearest sensible round number.
GO DEEPER: HOW THIS FITS THE BLITZMETRICS SYSTEM
• The Quick Audit: how we audit any business
• MAA (Metrics, Analysis, Action): the framework behind every audit
• The SEO Tree: how all our content connects
• Entity Linking: the decision tree for every link
• Knowledge Panels: getting Google to recognize you
• Every digital audit Dennis Yu has done
THE DELIVERABLES
See Julian’s live entity home — and the audit behind it
Seven photo-rich pages built in one day on a borrowed domain, ready to lift to juliandavidnz.com the moment he registers it — plus the 21-page visual audit that set the plan.
This build is part of our Young Athletes & Scholars program — see the full roster of personal brands we’ve built in public for Olympic climbers, 724K-subscriber coaches, and scholar-athletes.
Dennis Yu
Dennis Yu is the CEO of Local Service Spotlight, a platform that amplifies the reputations of contractors and local service businesses using the Content Factory process. He is a former search engine engineer who has spent a billion dollars on Google and Facebook ads for Nike, Quiznos, Ashley Furniture, Red Bull, State Farm, and other brands.
Dennis has achieved 25% of his goal of creating a million digital marketing jobs by partnering with universities, professional organizations, and agencies. Through Local Service Spotlight, he teaches the Dollar a Day strategy and Content Factory training to help local service businesses enhance their existing local reputation and make the phone ring.
Dennis coaches young adult agency owners serving plumbers, AC technicians, landscapers, roofers, electricians, and believes there should be a standard in measuring local marketing efforts, much like doctors and plumbers must be certified.