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Grill · 26 Oct · Round 1 of 2

UncensoredLabs landing page review

52
Undercooked

Higher than 12 of the 41 other launches on the public record (29%)

0100

Each dot is one launch’s latest public grill · 29 Oct

“The page sells a technical specification to an unnamed audience without explaining why they need it.” 

First viewport of UncensoredLabs as captured

What we read, 26 Oct at 22:06, at laptop width.

Visit uncensoredlabs.dev
Clarity35%
49
+17.1
Audience18%
39
+7.0
Offer29%
49
+14.2
Proof18%
77
+13.9
The sum 52.2, so
52
Measured, not scored
What the page does, not what it says.
measured 26 Oct · our browser, desktop 1280 × 800 · link check · axe-core
Largest paint, desktop
1.0 s
target ≤ 2.5 s
Layout shift
0
target ≤ 0.1
Links on the page
0 broken
0 checked; 21 could not be checked
Accessibility
2 issues
elements must only use permitted aria attributes; aside should not be contained in another landmark

These do not change the score. The score comes only from the 18 tests; speed and accessibility are reported beside it because a slow or broken page loses people before they read a word.

First grill
Five things to fix before launch day.

5
to fix
2
strengths
5 to fix

What will go wrong on launch day.

Fatal · they leave before they understandCostly · they understand and still leaveDrag · it works, and could work better
  1. 01FatalAudience · A3 failup to +6.8
    “Uncensored AI. for your product.”

    A visitor who isn't already searching for 'abliterated' models doesn't see a problem being solved and leaves.

    Proposalyou decide
    Add a section before the product describing the frustration of AI refusals and safety filters.
  2. 02CostlyClarity · C3 failup to +11.2
    “abliterated”

    A stranger unfamiliar with LLM community jargon is confused by the primary value proposition.

    Proposalsyou decide which, if any
    AReplace 'abliterated' with 'refusal-free' or 'unfiltered'.
    BAdd a one-sentence tooltip explaining that abliteration removes the model's internal refusal mechanisms.
  3. 03CostlyAudience · A1 partialup to +3.1
    “for your product”

    The target user doesn't feel specifically addressed, making the tool feel generic rather than specialized.

    Proposalyou decide
    Replace 'for your product' with a specific user, e.g., 'for developers building unfiltered AI agents'.
  4. 04DragOffer · O5 partialup to +4.4
    “Prepay your credits”

    The requirement to pay before trying creates a friction point that kills conversion for solo devs.

    Proposalyou decide
    Offer [X] amount of free starting credits to new accounts.
  5. 05DragOffer · O4 failup to +9.3
    “no launch offer”

    There is no incentive to sign up today, leading visitors to bookmark and forget.

    Proposalyou decide
    Add a limited-time launch bonus, such as 'Double credits for the first [X] users'.
2 strengths

Don’t break these.

  • The OpenAI-compatible API and curl examples make the technical integration path immediate and clear.
  • The pricing is transparent and visible in the first viewport.
8 points to Cooked

Level 2 of 4 Undercooked

all open: 89
now 52
0406080
5
left to fix
+37
points in reach
89
could reach · Well done
Badges
  • ✓First grill
  • Cooked — reach 60
  • Well done — reach 80
  • Before and after — finish round 2
Every point from a test

The four axes

Every point comes from a test. Open a row, or read the rubric.

Clarity35% of the score
49
C1
One API for uncensored and abliterated models.
pass
C2
Uncensored AI. for your product.
partial
C3
abliterated
fail
C4
One API for uncensored and abliterated models.
pass
C5
Get API access
pass
3 passed · 1 partial · 1 failed → 49. Weighted at 35%, this contributes 17.1 of the overall 52.
Audience18% of the score
39
A1
for your product
partial
A2
OpenAI-compatible API, base URL, tokens
pass
A3
No problem stated before the product
fail
A4
Connect your application
pass
2 passed · 1 partial · 1 failed → 39. Weighted at 18%, this contributes 7.0 of the overall 52.
Offer29% of the score
49
O1
$2.00 / 1M in
pass
O2
Model table with Input / 1M and Output / 1M
pass
O3
Standard token pricing
pass
O4
No reason to act now
fail
O5
Prepay your credits
partial
3 passed · 1 partial · 1 failed → 49. Weighted at 29%, this contributes 14.2 of the overall 52.
Proof18% of the score
77
P1
Console screenshots and curl examples
pass
P2
No named users or usage statistics
partial
P3
Screenshots of the Models and Billing interface
pass
P4
No exaggerated claims
pass
3 passed · 1 partial · 0 failed → 77. Weighted at 18%, this contributes 13.9 of the overall 52.
17.1 + 7.0 + 14.2 + 13.9 = 52.2 → 52.
Full page read.

Your launch, read the same way.

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