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Automated checks probe the site before any agent runs. They count for 40% of each category. Strongest is Information retrieval at 80.0, weakest is Delegated access at 0.0.
Site checks by category
Brand awareness
72.0
Discovery
76.0
Information retrieval
80.0
Market ranking
21.0
Accuracy
60.0
Task completion
40.0
Delegated access
0.0
Contact & communication
50.0
01 Site checks
Points by category
Brand awareness
72.0
Discovery
76.0
Information retrieval
80.0
Market ranking
21.0
Accuracy
60.0
Task completion
40.0
Delegated access
0.0
Contact & communication
50.0
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 32s
96median 94
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.
2m 26s
96median 94
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 59s
96median 94
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.
9m 41s
96median 94
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 37s
82median 94
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.
8m 17s
62median 94
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.
1m
0median 93
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.
1m 27s
0median 93
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.
3m 16s
36median 93
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.
4m 40s
36median 93
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 38s
0median 93
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.
1m 32s
93median 78
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 27s
94median 78
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.
5m 59s
90median 78
Market ranking
Based on your knowledge, name 3 direct competitors to spense.no 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.
16s
43median 67
Based on your knowledge, name 3 direct competitors to spense.no 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.
17s
58median 67
Based on your knowledge, name 3 direct competitors to spense.no 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.
25s
62median 67
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.
1m 33s
90median 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.
2m 27s
85median 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.
6m
93median 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.
59s
70median 88
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.
1m 27s
70median 88
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.
3m 17s
73median 88
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.
4m 39s
26median 88
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 38s
0median 88
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 × 92.0 = 84.0 raw
84.0 raw → 92.5 published
Discovery15% of the overall
0.4 × 76.0 + 0.6 × 3.3 = 32.4 raw
32.4 raw → 60.2 published
Information retrieval15% of the overall
0.4 × 80.0 + 0.6 × 84.3 = 82.6 raw
82.6 raw → 91.8 published
Market ranking10% of the overall
0.4 × 21.0 + 0.6 × 26.7 = 24.4 raw
24.4 raw → 53.0 published
Accuracy15% of the overall
0.4 × 60.0 + 0.6 × 78.3 = 71.0 raw
71.0 raw → 85.7 published
Task completion20% of the overall
0.4 × 40.0 + 0.6 × 46.7 = 44.0 raw
44.0 raw → 69.1 published
Delegated access10% of the overall
Site checks only: 0.0 raw
0.0 raw → 0.0 published
Contact & communication5% of the overall
Site checks only: 50.0 raw
50.0 raw → 73.2 published
Category
Weight
Checks
Sessions
Blend
Benchmarked
Brand awareness
10%
72.0
92.0
84.0
92.5
Discovery
15%
76.0
3.3
32.4
60.2
Information retrieval
15%
80.0
84.3
82.6
91.8
Market ranking
10%
21.0
26.7
24.4
53.0
Accuracy
15%
60.0
78.3
71.0
85.7
Task completion
20%
40.0
46.7
44.0
69.1
Delegated access
10%
0.0
None
0.0
0.0
Contact & communication
5%
50.0
None
50.0
73.2
Overall
100%
~50.0
73.2
04 Benchmarked score
50.0 raw → 73.2
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 73.2, from 50.0 raw points.
Agents
Each agent’s score over 30 days, and how its latest sessions went.
Claude
Latest run average
75.0
SaaS median
86.8
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 32s
96median 94
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.
1m
0median 93
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.
1m 32s
93median 78
Market ranking
Based on your knowledge, name 3 direct competitors to spense.no 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.
16s
43median 67
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.
1m 33s
90median 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.
59s
70median 88
ChatGPT Agent
Latest run average
75.9
SaaS median
84.0
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.
2m 26s
96median 94
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.
1m 27s
0median 93
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 27s
94median 78
Market ranking
Based on your knowledge, name 3 direct competitors to spense.no 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.
17s
58median 67
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 27s
85median 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.
1m 27s
70median 88
Gemini
Latest run average
78.7
SaaS median
87.1
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.
5m 59s
96median 94
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.
3m 16s
36median 93
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.
5m 59s
90median 78
Market ranking
Based on your knowledge, name 3 direct competitors to spense.no 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.
25s
62median 67
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.
6m
93median 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.
3m 17s
73median 88
Kimi
Latest run average
62.9
SaaS median
83.4
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.
9m 41s
96median 94
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.
4m 40s
36median 93
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.
4m 39s
26median 88
Llama
Latest run average
50.3
SaaS median
57.1
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.
5m 37s
82median 94
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 38s
0median 93
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 38s
0median 88
Grok
Latest run average
62.3
SaaS median
82.4
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.
8m 17s
62median 94
Excellent85+
Good72-84
OK58-71
Poor40-57
Critical<40
Latest run 6 Oct 2026 (UTC). Sign in to request a re-run from 7 Oct 2026, 13:38 UTC.
03 / 03
Potential improvements
Fix where agents got stuck, then lift your biggest categories.
HighDelegated access
No discoverable MCP server. Agents and AI clients have no way to discover one automatically.
Biggest wins
Projected
Lifting Discovery to Good adds about +1.6 on its own, taking the overall from 73.2 to 74.8.
Raise Discovery from 60.2 to 72 (Good) to add about 1.6 to the overall score.
01
Discovery
60.272Good
+1.6
points
Raise Delegated access from 0.0 to 40 (Poor) to add about 0.9 to the overall score.
Each gain assumes only that category improves. Fix several and the total lands a little under their sum.
Where agents get stuck
14 improvements from the latest run, 3 of them high severity.
High
3
Medium
7
Low
4
HighDelegated access
No discoverable MCP server. Agents and AI clients have no way to discover one automatically.
HighDelegated access
No discoverable public API docs. Agents and AI clients have no way to discover them automatically.
HighContact & communication
No contact page linked or reachable. Agents acting on a user’s behalf have nowhere to send a message.
11 more, and the evidence for each
Where agents get stuck
HighDelegated access
No discoverable MCP server. Agents and AI clients have no way to discover one automatically.
HighDelegated access
No discoverable public API docs. Agents and AI clients have no way to discover them automatically.
HighContact & communication
No contact page linked or reachable. Agents acting on a user’s behalf have nowhere to send a message.
MediumBrand awareness
No Organization JSON-LD. Agents can’t tell who owns the site at a glance.
MediumInformation retrieval
No JSON-LD structured data. Agents must infer entities from markup.
MediumMarket ranking
No Product/Service schema on the homepage. Agents can’t easily compare offerings.
MediumAccuracy
No JSON-LD at all. Every factual claim must be inferred from prose.
MediumTask completion
The homepage has no link an agent can follow to start a task (pricing, sign-up, cart, booking). Links rendered only by JavaScript are invisible to agents that read the HTML.
MediumTask completion
No mention of delegated auth primitives (passkey, OAuth, MCP). Agents must drive a full browser session.
MediumDelegated access
No OAuth/OIDC discovery metadata. Agents cannot bootstrap a scoped, revocable session; any delegation falls back to password sharing.
LowBrand awareness
Fewer than two social profiles linked. Agents struggle to triangulate the brand.
LowMarket ranking
No review or aggregateRating schema. Agents have no signal for ranking vs peers.
LowAccuracy
No privacy policy linked from the homepage. Agents can’t cite policy when asked.