Four/Four
Aggregate unstructured feedback from real customer conversations at massive scale. Expose key pain points, new opportunities and make decisions fast to drive growth
- fourfour.ai
- AudienceDeveloper
- Localeen
- Rank
- Top 19%
- #99
- SaaS rank
- Sector average 71.4
- #47
- Benchmark runs
- 4 providersAcross 4 providers
- 1
- SaaS avg
- 71.4 (+13.9)
- Market avg
- 72.7 (+12.6)
01
Latest results
Four/Four ranks #99 of 526 scored sites.
First run. The comparison starts after the next one.
- This site
- SaaS
- Market
By category
- Brand awareness95
- Discovery88
- Information retrieval91
- Market ranking52
- Accuracy84
- Task completion92
- Delegated access80
- Contact & communication80
Table view
Monthly medians. Dates in UTC.
02
Performance
Site checks, then AI agents on real tasks.
Automated checks probe the site before any agent runs. They count for 40% of each category. Strongest is Brand awareness at 88.0, weakest is Discovery at 44.0.
Site checks by category
- Brand awareness
- 88.0
- Discovery
- 44.0
- Information retrieval
- 84.0
- Market ranking
- 50.0
- Accuracy
- 85.0
- Task completion
- 65.0
- Delegated access
- 60.0
- Contact & communication
- 60.0
01 Site checks
Points by category
- Brand awareness88.0
- Discovery44.0
- Information retrieval84.0
- Market ranking50.0
- Accuracy85.0
- Task completion65.0
- Delegated access60.0
- Contact & communication60.0
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 21s
97median 95Find 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 34s
94median 95Find 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.
7m 11s
80median 95Find 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 32s
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.
37s
100median 91Navigate 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.
54s
96median 91Navigate 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 44s
96median 91Navigate 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 55s
98median 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.
1m 21s
90median 76Find 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 34s
90median 76
Market ranking
Based on your knowledge, name 3 direct competitors to fourfour.ai 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
26median 66Based on your knowledge, name 3 direct competitors to fourfour.ai 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
26median 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.
1m 21s
82median 64Find 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 37s
70median 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.
37s
98median 85Click 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.
52s
96median 85Click 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 43s
96median 85Click 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 56s
97median 85
03 Blend
- Agents 60%
- Checks 40%
One kind of evidence only? That kind counts in full.
- Brand awareness10% of the overall0.4 × 88.0 + 0.6 × 90.5 = 89.5 raw89.5 raw → 95.1 published
- Discovery15% of the overall0.4 × 44.0 + 0.6 × 96.0 = 75.2 raw75.2 raw → 88.0 published
- Information retrieval15% of the overall0.4 × 84.0 + 0.6 × 80.0 = 81.6 raw81.6 raw → 91.3 published
- Market ranking10% of the overall0.4 × 50.0 + 0.6 × 5.0 = 23.0 raw23.0 raw → 51.6 published
- Accuracy15% of the overall0.4 × 85.0 + 0.6 × 55.0 = 67.0 raw67.0 raw → 83.5 published
- Task completion20% of the overall0.4 × 65.0 + 0.6 × 93.5 = 82.1 raw82.1 raw → 91.5 published
- Delegated access10% of the overallSite checks only: 60.0 raw60.0 raw → 79.5 published
- Contact & communication5% of the overallSite checks only: 60.0 raw60.0 raw → 79.5 published
04 Benchmarked score
70.3 raw → 85.3
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 85.3, from 70.3 raw points.
Agents
Each agent’s score over 30 days, and how its latest sessions went.
ChatGPT Agent
- Latest run average
- 86.8
- 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.
1m 21s
Replay session97median 95Discovery
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.
37s
Replay session100median 91Information 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 21s
Replay session90median 76Market ranking
Based on your knowledge, name 3 direct competitors to fourfour.ai 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
Replay session26median 66Accuracy
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 21s
Replay session82median 64Task 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.
37s
Replay session98median 85
Gemini
- Latest run average
- 83.5
- SaaS median
- 86.7
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 34s
Replay session94median 95Discovery
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.
54s
Replay session96median 91Information 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 34s
Replay session90median 76Market ranking
Based on your knowledge, name 3 direct competitors to fourfour.ai 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
Replay session26median 66Accuracy
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 37s
Replay session70median 64Task 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.
52s
Replay session96median 85
Kimi
- Latest run average
- 91.1
- SaaS median
- 75.8
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.
7m 11s
Replay session80median 95Discovery
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 44s
Replay session96median 91Task 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 43s
Replay session96median 85
Llama
- Latest run average
- 81.1
- SaaS median
- 41.0
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.
5m 32s
Replay session0median 95Discovery
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 55s
Replay session98median 91Task 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 56s
Replay session97median 85
Latest run 3 Oct 2026 (UTC). Sign in to request a re-run from 4 Oct 2026, 09:58 UTC.
03
Potential improvements
Fix where agents got stuck, then lift your biggest categories.
No discoverable MCP server. Agents and AI clients have no way to discover one automatically.
Biggest wins
Lifting Delegated access to Excellent adds about +0.5 on its own, taking the overall from 85.3 to 85.8.
Raise Delegated access from 79.5 to 85 (Excellent) to add about 0.5 to the overall score.
Raise Market ranking from 51.6 to 58 (OK) to add about 0.4 to the overall score.
Raise Contact & communication from 79.5 to 85 (Excellent) to add about 0.3 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
10 improvements from the latest run, 1 of them high severity.
- High
- 1
- Medium
- 5
- Low
- 4
- HighDelegated access
No discoverable MCP server. Agents and AI clients have no way to discover one automatically.
- MediumDiscovery
No sitemap.xml. Agents can’t enumerate indexable pages.
- MediumMarket ranking
Pricing only available if JavaScript is enabled. Agents may report "pricing not disclosed".
Where agents get stuck
No discoverable MCP server. Agents and AI clients have no way to discover one automatically.
No sitemap.xml. Agents can’t enumerate indexable pages.
Pricing only available if JavaScript is enabled. Agents may report "pricing not disclosed".
No freshness headers. Agents can’t tell when content was updated.
No mention of delegated auth primitives (passkey, OAuth, MCP). Agents must drive a full browser session.
No contact email visible in server-rendered HTML. Agents can’t fall back to email.
Fewer than two social profiles linked. Agents struggle to triangulate the brand.
Agents searching for what fourfour.ai does do not find it (Exa).
Query: "The co-pilot for your product team"
No review or aggregateRating schema. Agents have no signal for ranking vs peers.
No detectable agentic-commerce rail (Stripe SPT, Shopify/UCP, PayPal ACP). Agent-initiated payment needs custom work.
What the agent saw
Screens from the lowest-scoring session in the latest run.
What the agent saw
Want to find these in your own flows before an agent does? Read how to test your product for AI agent users.
Technical readiness
Robots, sitemaps, llms.txt, structured data and more, checked by Is Agentic.
Protocol baseline by Is Agentic
No Is Agentic report for fourfour.ai yet
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