The median wall clock time is 137.1 seconds per prompt, with a tenth percentile of 72.2 seconds and a ninetieth percentile of 249.0 seconds across 45 recorded executions.

How reliable is CatDoes?

48.9% of recorded executions met the published pass criterion with no operator intervention. 10 were partial and 13 failed outright. Every one of those rows is published on this page.

Can I export the code from CatDoes?

Yes, native project. The code ownership subscore is 66.0 out of 100.

fullstack-builder / rank 41 of 41 / cycle 04

CatDoes benchmark

Aimed at mobile applications rather than web, which is why it posts one of the smallest no JavaScript payloads in the index and the weakest SEO subscore: there is barely a crawlable surface to measure. Judged on the parts of the spec it can reach it holds up, and the generated interface is genuinely good. The webhook and background job prompts were outside what the platform exposes.

Last run: 14 Aug 2026 17:40 UTCNext scheduled run: 21 Aug 2026 09:00 UTCOfficial site CatDoes reviews and ratings

Composite index

55.27

of 100 | ▲ 1 versus cycle 03

At a glance

Composite index

55.27

rank 41 of 41

Rank

#41

of 41 measured builders

Median speed

137.1 s

p10 72.2 s, p90 249.0 s

Reliability

48.9%

strict pass rate

SEO score

42.0

0 to 100, SEO and GEO axis

Three strongest axes

Design output80.0
Value74.0
Agent performance66.0

Three weakest axes

Speed22.9
SEO and GEO42.0
API and MCP48.0

Median per prompt

137.1 s

p10 72.2 s, p90 249.0 s

Strict pass rate

48.9%

22 pass, 10 partial, 13 fail

Executions recorded

5 runs of 9 prompts

Entry price

EUR 25.00

Cheapest plan that can finish the specification

Per axis subscores

Composite recomputed from these ten rows: 55.27. That is the arithmetic behind the index, and you can repeat it by hand.

Weight table

Per axis subscores against the roster median, and weighted contribution
Axis	Score	Median	Weight %	Contribution
Agent performance	66.0	75.0	18	11.88
Reliability	48.9	71.1	18	8.80
Scalability	58.0	70.0	13	7.54
SEO and GEO	42.0	58.0	12	5.04
API and MCP	48.0	62.0	9	4.32
Integrations	60.0	66.0	8	4.80
Design output	80.0	71.0	7	5.60
Speed	22.9	33.0	7	1.60
Value	74.0	76.0	5	3.70
Code ownership	66.0	90.0	3	1.98

Speed distribution

Every recorded prompt duration for CatDoes, in seconds. The cyan tick on the whisker is the median.

min 34.0 smax 292.3 s

Spread against the cohort

p10 72.2 s / median 137.1 s / p90 249.0 s

Scale is shared with every product in the cohort, so the bars are directly comparable between pages. Ratio of p90 to median is 1.82x.

Outcome split

22 pass / 10 partial / 13 fail

SEO and GEO measurements

Taken from the public marketing page this product generated in prompt 8, fetched with JavaScript disabled.

SEO and GEO leaderboard

HTML bytes, no JS

8.0 KB

8,192 bytes of real text content with scripts blocked

LCP

2,460 ms

Throttled connection, cold cache

CLS

0.090

Cumulative layout shift on load

SEO and GEO subscore

42.0

0 to 100, worth 12 index points

Raw run data: 45 executions

One row per prompt execution. Nothing is aggregated away, nothing is hidden, including the failures.

JSON

Raw per run measurements
Run	Prompt	Prompt target	Started	Duration (s)	Outcome	Note
R01	P01	Tenant and user model	11 Aug 2026 08:00 UTC	59.2	pass
R01	P02	Authentication and session	11 Aug 2026 08:02 UTC	142.6	partial	Error envelope inconsistent between two of the endpoints.
R01	P03	Projects CRUD with tenancy	11 Aug 2026 08:07 UTC	129.6	pass
R01	P04	Public REST API with keys	11 Aug 2026 08:11 UTC	168.8	pass
R01	P05	Outbound webhooks with signatures	11 Aug 2026 08:16 UTC	152.5	fail	Outbound webhooks are not part of the platform surface. Nothing was delivered and nothing was signed.
R01	P06	Background jobs	11 Aug 2026 08:20 UTC	236.5	fail	No durable queue on the platform. Scheduled work is limited to push notifications.
R01	P07	Admin panel	11 Aug 2026 08:26 UTC	243.2	partial	Validation added on the write path only. Read path left unguarded.
R01	P08	Public marketing surface	11 Aug 2026 08:32 UTC	84.8	partial	Error envelope inconsistent between two of the endpoints.
R01	P09	Hardening pass	11 Aug 2026 08:36 UTC	158.3	fail	Build did not start after deploy. Recorded as a fail with the log preserved.
R02	P01	Tenant and user model	12 Aug 2026 08:00 UTC	122.6	pass
R02	P02	Authentication and session	12 Aug 2026 08:04 UTC	68.5	partial	Error envelope inconsistent between two of the endpoints.
R02	P03	Projects CRUD with tenancy	12 Aug 2026 08:07 UTC	93.5	pass
R02	P04	Public REST API with keys	12 Aug 2026 08:10 UTC	163.8	fail	Generated migration conflicted with the existing schema and was not reconciled.
R02	P05	Outbound webhooks with signatures	12 Aug 2026 08:15 UTC	106.9	fail	Outbound webhooks are not part of the platform surface. Nothing was delivered and nothing was signed.
R02	P06	Background jobs	12 Aug 2026 08:19 UTC	252.9	fail	No durable queue on the platform. Scheduled work is limited to push notifications.
R02	P07	Admin panel	12 Aug 2026 08:25 UTC	106.5	partial	Error envelope inconsistent between two of the endpoints.
R02	P08	Public marketing surface	12 Aug 2026 08:29 UTC	258.4	pass
R02	P09	Hardening pass	12 Aug 2026 08:35 UTC	48.5	pass
R03	P01	Tenant and user model	13 Aug 2026 08:00 UTC	197.1	pass
R03	P02	Authentication and session	13 Aug 2026 08:05 UTC	88.9	pass
R03	P03	Projects CRUD with tenancy	13 Aug 2026 08:08 UTC	137.1	pass
R03	P04	Public REST API with keys	13 Aug 2026 08:13 UTC	190.1	partial	Delivered the main path, missed the boundary case named in the pass criteria.
R03	P05	Outbound webhooks with signatures	13 Aug 2026 08:18 UTC	109.5	fail	Outbound webhooks are not part of the platform surface. Nothing was delivered and nothing was signed.
R03	P06	Background jobs	13 Aug 2026 08:22 UTC	188.3	fail	No durable queue on the platform. Scheduled work is limited to push notifications.
R03	P07	Admin panel	13 Aug 2026 08:27 UTC	128.1	pass
R03	P08	Public marketing surface	13 Aug 2026 08:31 UTC	62.1	pass
R03	P09	Hardening pass	13 Aug 2026 08:34 UTC	106.1	pass
R04	P01	Tenant and user model	14 Aug 2026 08:00 UTC	84.9	partial	Required one clarifying instruction before the criterion was met.
R04	P02	Authentication and session	14 Aug 2026 08:03 UTC	103.3	pass
R04	P03	Projects CRUD with tenancy	14 Aug 2026 08:07 UTC	138.2	pass
R04	P04	Public REST API with keys	14 Aug 2026 08:11 UTC	34.0	partial	Validation added on the write path only. Read path left unguarded.
R04	P05	Outbound webhooks with signatures	14 Aug 2026 08:14 UTC	100.3	fail	Outbound webhooks are not part of the platform surface. Nothing was delivered and nothing was signed.
R04	P06	Background jobs	14 Aug 2026 08:17 UTC	271.6	fail	No durable queue on the platform. Scheduled work is limited to push notifications.
R04	P07	Admin panel	14 Aug 2026 08:24 UTC	292.3	pass
R04	P08	Public marketing surface	14 Aug 2026 08:31 UTC	77.7	partial	Required one clarifying instruction before the criterion was met.
R04	P09	Hardening pass	14 Aug 2026 08:34 UTC	97.9	pass
R05	P01	Tenant and user model	15 Aug 2026 08:00 UTC	102.7	pass
R05	P02	Authentication and session	15 Aug 2026 08:03 UTC	132.9	partial	Required one clarifying instruction before the criterion was met.
R05	P03	Projects CRUD with tenancy	15 Aug 2026 08:07 UTC	207.8	pass
R05	P04	Public REST API with keys	15 Aug 2026 08:13 UTC	146.2	fail	Build did not start after deploy. Recorded as a fail with the log preserved.
R05	P05	Outbound webhooks with signatures	15 Aug 2026 08:17 UTC	189.6	fail	Outbound webhooks are not part of the platform surface. Nothing was delivered and nothing was signed.
R05	P06	Background jobs	15 Aug 2026 08:22 UTC	168.1	fail	No durable queue on the platform. Scheduled work is limited to push notifications.
R05	P07	Admin panel	15 Aug 2026 08:27 UTC	138.8	pass
R05	P08	Public marketing surface	15 Aug 2026 08:32 UTC	256.9	pass
R05	P09	Hardening pass	15 Aug 2026 08:38 UTC	214.4	pass

Pricing

Free build credits, then from EUR 25 per month. Store submission is a separate cost.

Entry price: EUR 25.00
Value subscore: 74.0
Index points per euro: 2.21

Capabilities as measured

stack: React Native output
deploy: Build service with store submission help
database: Hosted backend with generated models
auth: Built in
background jobs: Push and scheduled notifications only
webhooks: Inbound only
rest api: Generated, minimal key handling
mcp server: No
export code: Yes, native project
custom domain: Not applicable
ssr: Not applicable

Screenshot

CatDoes landing page, captured by the lab on 14 Aug 2026 at 1440 by 900. Stored locally, never hotlinked.

CatDoes landing page, captured by the lab at 1440 by 900

CatDoes, captured 14 Aug 2026.

Sources and fetch dates

Every claim on this page traces to one of these.

Sources with fetch dates
Source	URL	Fetched
CatDoes pricing page	https://catdoes.com/pricing	14 Aug 2026
CatDoes product site	https://catdoes.com	14 Aug 2026
LLM Tier run harness output	https://www.llm-tier.com/api/runs.json	14 Aug 2026

Rich results carry this composite as 2.8 on a 0 to 5 scale because that is the only scale the format accepts. The number on this page, 0 to 100, is the real one.

Reader index

Voted by readers with an account, one score per person per axis. Published beside the lab index, never inside it.

Score it or read the notes

Reader index

not rated yet

Lab index

55.27

No reader has scored CatDoes yet. The first 3 voters put the column on the board.

The reader index is a weighted mean of reader submitted axis scores using the published index weights, renormalised over the axes readers have scored. It is never blended into the lab index. How this works.

Open rating mean

n/a

0 published open ratings, submitted without an account

Lab index

55.27

Measured, not voted

Gap to the measurement

n/a

Positive means open raters put it above the measurement

What agent performance looked like in practice

Across 45 recorded executions this product met the published pass criterion cleanly 22 times, partially 10 times and failed 13 times. The rows above carry the reviewer note for every non clean outcome, which is the only way to tell a product that fails loudly from one that fails quietly.