Automated checks probe the site before any agent runs. They count for 40% of each category. Strongest is Brand awareness at 72.0, weakest is Market ranking at 10.0.
Site checks by category
Brand awareness
72.0
Discovery
72.0
Information retrieval
48.0
Market ranking
10.0
Accuracy
55.0
Task completion
45.0
Delegated access
25.0
Contact & communication
45.0
01 Site checks
Points by category
Brand awareness
72.0
Discovery
72.0
Information retrieval
48.0
Market ranking
10.0
Accuracy
55.0
Task completion
45.0
Delegated access
25.0
Contact & communication
45.0
02 Agent sessions
Brand awareness
Find the product name, its one-sentence value proposition, and the primary user persona it targets.
Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
1m 59s
96median 95
Find the product name, its one-sentence value proposition, and the primary user persona it targets.
Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
4m 13s
94median 95
Find the product name, its one-sentence value proposition, and the primary user persona it targets.
Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
10m 37s
94median 95
Find the product name, its one-sentence value proposition, and the primary user persona it targets.
Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
5m 8s
0median 95
Discovery
Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
56s
0median 91
Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
2m 19s
49median 91
Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
6m 38s
36median 91
Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
2m 32s
0median 91
Information retrieval
Find the starter or free tier price, one headline feature of the product, and the length of any free trial offered.
Starter/free price (30pts), headline feature (30pts), trial length (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
2m
90median 76
Find the starter or free tier price, one headline feature of the product, and the length of any free trial offered.
Starter/free price (30pts), headline feature (30pts), trial length (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
4m 14s
89median 76
Market ranking
Based on your knowledge, name 3 direct competitors to jurnii.io in the SaaS space and rank them by market share.
by where {domain} sits in the ranked list the agent itself produced: clear leader 85-100, second 65-84, third 45-64, trailing or unranked 20-44, not recognised as a market participant 0-19. Require at least 3 plausible direct competitors from the same SaaS space; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
9s
32median 66
Based on your knowledge, name 3 direct competitors to jurnii.io in the SaaS space and rank them by market share.
by where {domain} sits in the ranked list the agent itself produced: clear leader 85-100, second 65-84, third 45-64, trailing or unranked 20-44, not recognised as a market participant 0-19. Require at least 3 plausible direct competitors from the same SaaS space; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
10s
36median 66
Accuracy
Find out whether individual users can access the Enterprise tier, and the specific SSO options listed for Enterprise.
Answered whether individuals can access Enterprise (50pts). Listed the specific SSO options correctly (50pts). Deduct 40pts for hallucinations or invented features.
2m 1s
80median 64
Find out whether individual users can access the Enterprise tier, and the specific SSO options listed for Enterprise.
Answered whether individuals can access Enterprise (50pts). Listed the specific SSO options correctly (50pts). Deduct 40pts for hallucinations or invented features.
4m 15s
82median 64
Task completion
Click the primary CTA for any paid plan and reach the signup or upgrade form.
Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
57s
26median 85
Click the primary CTA for any paid plan and reach the signup or upgrade form.
Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
2m 21s
66median 85
Click the primary CTA for any paid plan and reach the signup or upgrade form.
Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
6m 38s
70median 85
Click the primary CTA for any paid plan and reach the signup or upgrade form.
Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
2m 32s
26median 85
03 Blend
Agents 60%
Checks 40%
One kind of evidence only? That kind counts in full.
Brand awareness10% of the overall
0.4 × 72.0 + 0.6 × 90.0 = 82.8 raw
82.8 raw → 91.9 published
Discovery15% of the overall
0.4 × 72.0 + 0.6 × 10.0 = 34.8 raw
34.8 raw → 62.2 published
Information retrieval15% of the overall
0.4 × 48.0 + 0.6 × 79.0 = 66.6 raw
66.6 raw → 83.3 published
Market ranking10% of the overall
0.4 × 10.0 + 0.6 × 9.0 = 9.4 raw
9.4 raw → 34.5 published
Accuracy15% of the overall
0.4 × 55.0 + 0.6 × 62.5 = 59.5 raw
59.5 raw → 79.2 published
Task completion20% of the overall
0.4 × 45.0 + 0.6 × 22.5 = 31.5 raw
31.5 raw → 59.5 published
Delegated access10% of the overall
Site checks only: 25.0 raw
25.0 raw → 53.6 published
Contact & communication5% of the overall
Site checks only: 45.0 raw
45.0 raw → 69.8 published
Category
Weight
Checks
Sessions
Blend
Benchmarked
Brand awareness
10%
72.0
90.0
82.8
91.9
Discovery
15%
72.0
10.0
34.8
62.2
Information retrieval
15%
48.0
79.0
66.6
83.3
Market ranking
10%
10.0
9.0
9.4
34.5
Accuracy
15%
55.0
62.5
59.5
79.2
Task completion
20%
45.0
22.5
31.5
59.5
Delegated access
10%
25.0
None
25.0
53.6
Contact & communication
5%
45.0
None
45.0
69.8
Overall
100%
~44.4
69.4
04 Benchmarked score
44.4 raw → 69.4
Final score is calibrated and adjusted to better reflect the actual performance and benchmark.
Category weights
Brand awareness 10%
Discovery 15%
Information retrieval 15%
Market ranking 10%
Accuracy 15%
Task completion 20%
Delegated access 10%
Contact & communication 5%
Overall 69.4, from 44.4 raw points.
Agents
Each agent’s score over 30 days, and how its latest sessions went.
ChatGPT Agent
Latest run average
66.8
SaaS median
84.1
Sessions
Brand awareness
Find the product name, its one-sentence value proposition, and the primary user persona it targets.
Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
1m 59s
96median 95
Discovery
Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
56s
0median 91
Information retrieval
Find the starter or free tier price, one headline feature of the product, and the length of any free trial offered.
Starter/free price (30pts), headline feature (30pts), trial length (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
2m
90median 76
Market ranking
Based on your knowledge, name 3 direct competitors to jurnii.io in the SaaS space and rank them by market share.
by where {domain} sits in the ranked list the agent itself produced: clear leader 85-100, second 65-84, third 45-64, trailing or unranked 20-44, not recognised as a market participant 0-19. Require at least 3 plausible direct competitors from the same SaaS space; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
9s
32median 66
Accuracy
Find out whether individual users can access the Enterprise tier, and the specific SSO options listed for Enterprise.
Answered whether individuals can access Enterprise (50pts). Listed the specific SSO options correctly (50pts). Deduct 40pts for hallucinations or invented features.
2m 1s
80median 64
Task completion
Click the primary CTA for any paid plan and reach the signup or upgrade form.
Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
57s
26median 85
Gemini
Latest run average
73.3
SaaS median
87.0
Sessions
Brand awareness
Find the product name, its one-sentence value proposition, and the primary user persona it targets.
Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
4m 13s
94median 95
Discovery
Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
2m 19s
49median 91
Information retrieval
Find the starter or free tier price, one headline feature of the product, and the length of any free trial offered.
Starter/free price (30pts), headline feature (30pts), trial length (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
4m 14s
89median 76
Market ranking
Based on your knowledge, name 3 direct competitors to jurnii.io in the SaaS space and rank them by market share.
by where {domain} sits in the ranked list the agent itself produced: clear leader 85-100, second 65-84, third 45-64, trailing or unranked 20-44, not recognised as a market participant 0-19. Require at least 3 plausible direct competitors from the same SaaS space; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
10s
36median 66
Accuracy
Find out whether individual users can access the Enterprise tier, and the specific SSO options listed for Enterprise.
Answered whether individuals can access Enterprise (50pts). Listed the specific SSO options correctly (50pts). Deduct 40pts for hallucinations or invented features.
4m 15s
82median 64
Task completion
Click the primary CTA for any paid plan and reach the signup or upgrade form.
Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
2m 21s
66median 85
Kimi
Latest run average
71.7
SaaS median
76.0
Sessions
Brand awareness
Find the product name, its one-sentence value proposition, and the primary user persona it targets.
Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
10m 37s
94median 95
Discovery
Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
6m 38s
36median 91
Task completion
Click the primary CTA for any paid plan and reach the signup or upgrade form.
Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
6m 38s
70median 85
Llama
Latest run average
16.0
SaaS median
51.9
Sessions
Brand awareness
Find the product name, its one-sentence value proposition, and the primary user persona it targets.
Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
5m 8s
0median 95
Discovery
Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
2m 32s
0median 91
Task completion
Click the primary CTA for any paid plan and reach the signup or upgrade form.
Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
2m 32s
26median 85
Excellent85+
Good72-84
OK58-71
Poor40-57
Critical<40
Latest run 2 Oct 2026 (UTC). Sign in to request a re-run from 3 Oct 2026, 09:01 UTC.
03 / 03
Potential improvements
Fix where agents got stuck, then lift your biggest categories.
HighInformation retrieval
Homepage ships little text to server-rendered HTML. Agents without a browser see an empty shell.
Biggest wins
Projected
Lifting Task completion to Good adds about +2.3 on its own, taking the overall from 69.4 to 71.7.
Raise Task completion from 59.5 to 72 (Good) to add about 2.3 to the overall score.