The median wall clock time is 120.9 seconds per prompt, with a tenth percentile of 69.6 seconds and a ninetieth percentile of 243.9 seconds across 45 recorded executions.

How reliable is Pazi?

53.3% of recorded executions met the published pass criterion with no operator intervention. 7 were partial and 14 failed outright. Every one of those rows is published on this page.

Can I export the code from Pazi?

The code was never anywhere else. The code ownership subscore is 90.0 out of 100.

coding-agent / rank 37 of 41 / cycle 04

Pazi benchmark

The newest entry in the agent group and the least settled. Two of the five runs cleared most of the spec and the other three stalled on the operational prompts, which is the pattern of a product still finding its loop rather than a broken one. Worth re watching next cycle: the ceiling looked considerably higher than the median.

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

Composite index

56.79

of 100 | ▲ 1 versus cycle 03

At a glance

Composite index

56.79

rank 37 of 41

Rank

#37

of 41 measured builders

Median speed

120.9 s

p10 69.6 s, p90 243.9 s

Reliability

53.3%

strict pass rate

SEO score

50.0

0 to 100, SEO and GEO axis

Three strongest axes

Code ownership90.0
Value78.0
Agent performance65.0

Three weakest axes

Speed26.0
SEO and GEO50.0
Reliability53.3

Median per prompt

120.9 s

p10 69.6 s, p90 243.9 s

Strict pass rate

53.3%

24 pass, 7 partial, 14 fail

Executions recorded

5 runs of 9 prompts

Entry price

EUR 14.00

Cheapest plan that can finish the specification

Per axis subscores

Composite recomputed from these ten rows: 56.79. 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	65.0	75.0	18	11.70
Reliability	53.3	71.1	18	9.59
Scalability	58.0	70.0	13	7.54
SEO and GEO	50.0	58.0	12	6.00
API and MCP	54.0	62.0	9	4.86
Integrations	56.0	66.0	8	4.48
Design output	60.0	71.0	7	4.20
Speed	26.0	33.0	7	1.82
Value	78.0	76.0	5	3.90
Code ownership	90.0	90.0	3	2.70

Speed distribution

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

min 50.0 smax 373.8 s

Spread against the cohort

p10 69.6 s / median 120.9 s / p90 243.9 s

Scale is shared with every product in the cohort, so the bars are directly comparable between pages. Ratio of p90 to median is 2.02x.

Outcome split

24 pass / 7 partial / 14 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

15.0 KB

15,360 bytes of real text content with scripts blocked

LCP

2,140 ms

Throttled connection, cold cache

CLS

0.060

Cumulative layout shift on load

SEO and GEO subscore

50.0

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	61.6	fail	Deployed URL returned 500 on every request.
R01	P02	Authentication and session	11 Aug 2026 08:03 UTC	75.1	partial	Required one clarifying instruction before the criterion was met.
R01	P03	Projects CRUD with tenancy	11 Aug 2026 08:06 UTC	103.8	partial	Error envelope inconsistent between two of the endpoints.
R01	P04	Public REST API with keys	11 Aug 2026 08:10 UTC	146.1	partial	Required one clarifying instruction before the criterion was met.
R01	P05	Outbound webhooks with signatures	11 Aug 2026 08:14 UTC	306.6	fail	Agent looped on the same edit for the full timeout window of 20 minutes.
R01	P06	Background jobs	11 Aug 2026 08:21 UTC	95.9	pass
R01	P07	Admin panel	11 Aug 2026 08:25 UTC	231.0	pass
R01	P08	Public marketing surface	11 Aug 2026 08:31 UTC	264.4	pass
R01	P09	Hardening pass	11 Aug 2026 08:37 UTC	83.0	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	91.5	pass
R02	P02	Authentication and session	12 Aug 2026 08:03 UTC	158.5	pass
R02	P03	Projects CRUD with tenancy	12 Aug 2026 08:08 UTC	77.8	pass
R02	P04	Public REST API with keys	12 Aug 2026 08:11 UTC	220.3	pass
R02	P05	Outbound webhooks with signatures	12 Aug 2026 08:17 UTC	212.5	fail	Agent stalled on the operational prompt and produced no artifact within the 20 minute window.
R02	P06	Background jobs	12 Aug 2026 08:22 UTC	244.8	fail	Run did not recover after the previous prompt stalled. No queue, no worker, no artifact.
R02	P07	Admin panel	12 Aug 2026 08:28 UTC	125.8	pass
R02	P08	Public marketing surface	12 Aug 2026 08:32 UTC	143.1	pass
R02	P09	Hardening pass	12 Aug 2026 08:37 UTC	157.3	fail	Agent looped on the same edit for the full timeout window of 20 minutes.
R03	P01	Tenant and user model	13 Aug 2026 08:00 UTC	62.4	pass
R03	P02	Authentication and session	13 Aug 2026 08:03 UTC	83.4	fail	Generated migration conflicted with the existing schema and was not reconciled.
R03	P03	Projects CRUD with tenancy	13 Aug 2026 08:06 UTC	116.4	pass
R03	P04	Public REST API with keys	13 Aug 2026 08:10 UTC	78.3	fail	Task abandoned by the agent with no artifact produced.
R03	P05	Outbound webhooks with signatures	13 Aug 2026 08:13 UTC	219.6	fail	Agent stalled on the operational prompt and produced no artifact within the 20 minute window.
R03	P06	Background jobs	13 Aug 2026 08:19 UTC	93.1	fail	Run did not recover after the previous prompt stalled. No queue, no worker, no artifact.
R03	P07	Admin panel	13 Aug 2026 08:22 UTC	123.0	pass
R03	P08	Public marketing surface	13 Aug 2026 08:26 UTC	70.2	fail	Task abandoned by the agent with no artifact produced.
R03	P09	Hardening pass	13 Aug 2026 08:30 UTC	56.5	partial	Error envelope inconsistent between two of the endpoints.
R04	P01	Tenant and user model	14 Aug 2026 08:00 UTC	120.9	pass
R04	P02	Authentication and session	14 Aug 2026 08:04 UTC	86.7	partial	Delivered the main path, missed the boundary case named in the pass criteria.
R04	P03	Projects CRUD with tenancy	14 Aug 2026 08:07 UTC	69.2	pass
R04	P04	Public REST API with keys	14 Aug 2026 08:10 UTC	242.6	partial	Validation added on the write path only. Read path left unguarded.
R04	P05	Outbound webhooks with signatures	14 Aug 2026 08:16 UTC	129.3	pass
R04	P06	Background jobs	14 Aug 2026 08:20 UTC	184.2	partial	Delivered the main path, missed the boundary case named in the pass criteria.
R04	P07	Admin panel	14 Aug 2026 08:25 UTC	101.9	pass
R04	P08	Public marketing surface	14 Aug 2026 08:29 UTC	105.5	fail	Generated migration conflicted with the existing schema and was not reconciled.
R04	P09	Hardening pass	14 Aug 2026 08:33 UTC	112.0	pass
R05	P01	Tenant and user model	15 Aug 2026 08:00 UTC	50.0	pass
R05	P02	Authentication and session	15 Aug 2026 08:02 UTC	157.7	pass
R05	P03	Projects CRUD with tenancy	15 Aug 2026 08:07 UTC	255.8	pass
R05	P04	Public REST API with keys	15 Aug 2026 08:13 UTC	373.8	pass
R05	P05	Outbound webhooks with signatures	15 Aug 2026 08:21 UTC	136.7	fail	Agent stalled on the operational prompt and produced no artifact within the 20 minute window.
R05	P06	Background jobs	15 Aug 2026 08:26 UTC	213.4	fail	Run did not recover after the previous prompt stalled. No queue, no worker, no artifact.
R05	P07	Admin panel	15 Aug 2026 08:31 UTC	94.9	pass
R05	P08	Public marketing surface	15 Aug 2026 08:35 UTC	175.5	pass
R05	P09	Hardening pass	15 Aug 2026 08:40 UTC	85.6	pass

Pricing

Free tier with a small task allowance. Paid plans from EUR 14 per month.

Entry price: EUR 14.00
Value subscore: 78.0
Index points per euro: 4.06

Capabilities as measured

stack: Your repository, any framework
deploy: Not included
database: Whatever you already run
auth: It wires the library you choose
background jobs: Partial
webhooks: Written, unsigned by default
rest api: Written to your conventions
mcp server: Partial
export code: The code was never anywhere else
custom domain: Your hosting decides
ssr: Your framework decides

Screenshot

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

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

Pazi, 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
Pazi pricing page	https://pazi.ai/pricing	14 Aug 2026
Pazi product site	https://pazi.ai	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

56.79

No reader has scored Pazi 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

56.79

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 24 times, partially 7 times and failed 14 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.