Case studies / Public scorecards / LightDrift
This scorecard was produced independently as a methodology example, from the public lightdrift.ai launch on Hacker News. ClawniLab is not affiliated with LightDrift and no customer relationship exists. Findings are illustrative of our 10-point clarity methodology and do not constitute professional advice for the reviewed party.
CSPublic scorecard
LightDrift — landing page clarity scorecard.
Scored the day LightDrift launched on Hacker News, straight off our public free score tool — same 10-point grid as a paid audit, no contact with the founder.
01Friction map
Three things to fix first
Ranked the same way every paid audit ranks issues — by what a stranger notices first.
Proof — 2/10
“Images indexed 1,852,370” is a volume stat, not third-party validation — no named team or product using the API.
Fix: Add 1-2 named users next to the stat.
Hero clarity — 7/10
“Give your agent images it can actually use.” doesn’t name the product category.
Fix: Add “Image search API for AI agents” as an eyebrow above the H1.
CTA — 7/10
“Get an API key →” has no price or time expectation near the button.
Fix: Add “$1 to start, no card needed” under it.
02Strongest point
What LightDrift already gets right
Perceived speed
HTTP 200 in 0.43s, 283KB.
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