Speed Insights
Grade A
99% performance
https://pi-project-mvp.vercel.app
LCP
592ms
Largest paint
TBT
0ms
Blocking time
CLS
0.000
Layout shift
73
out of 100
79
out of 100
119/150 rule points
91
out of 100
66/72 rule points
62
out of 100
35/56 rule points
83
out of 100
92/110 rule points
Category point breakdown
- Material high-impact failures span 2 categories.
- The page has 3 strong thin-page signals across content, navigation, action, and credibility.
Biggest score-losing checks
For your AI agent
Share this audit’s URL with ChatGPT, Claude, or your coding agent to turn findings into fixes. Your agent can open the saved evidence below when it needs more detail; these files never start a new scan.
Agent-readable files
Strengthen answer-engine content quality
Why this needs attention
The page is technically discoverable, but its entity clarity, answer-ready copy, structured data, evidence, authorship, or freshness is not yet complete.
Search and answer systems need clear, extractable, verifiable facts in addition to crawl access and metadata.
Recommended correction
Evidence
Role-aware AEO content components: entity clarity 50/100, answer-ready text 0/100, semantic structured data 80/100. Detected role: home (high confidence).
Priority
Priority 6: fix during launch polish.
Fix Prompt
Add common public security headers
Why this needs attention
Several browser protection headers are missing or present only as weak, narrow policies.
These headers reduce avoidable browser-side risk and show a baseline of care before launch.
Recommended correction
Evidence
Detected 4 of 5 common public security controls. Present: strict-transport-security, x-content-type-options, frame protection (x-frame-options), referrer-policy. Missing: content-security-policy. Needs strengthening: none.
Priority
Priority 5: fix before sharing the page publicly.
Fix Prompt
Fix rendered axe accessibility violations
Why this needs attention
The rendered page has accessibility rule violations detected by axe-core.
axe checks the actual browser-rendered page, so these issues can affect people using keyboards, screen readers, or other assistive technology.
Recommended correction
Evidence
axe found 3 violation rule(s); 2 non-contrast rule(s) are scored here, including 0 serious or critical rule(s). Color contrast is scored once by the dedicated contrast check. 1 result(s) require review. Top rules: color-contrast (10), region (21), image-redundant-alt (1).
Priority
Priority 5: fix before sharing the page publicly.
Affected elements
Name, skills, and expertise that can surface in search.
Twin, matching, communities, opportunities — each discoverable.
Live / Partial / Demo labels so trust scales with growth.
All page content should be contained by landmarks
Fix any of the following: Some page content is not contained by landmarks
Fix Prompt
Improve schema quality and validity
Why this needs attention
The JSON-LD may parse, but its required facts, page-role relevance, visible-content agreement, or graph connections are incomplete.
Invalid structured data can be ignored by search and answer systems, even when visible page content is strong.
Recommended correction
Evidence
1 of 1 JSON-LD block(s) parsed. Semantic quality is 80/100: completeness 75/100, graph connectivity 0/100, primary types Organization, currently useful search-feature types Organization. Nested types do not count as separate schema coverage.
Priority
Priority 10: fix during launch polish.
Fix Prompt
Add role-appropriate credibility
Why this needs attention
The page does not expose enough verifiable credibility for its detected role.
Trust signals reduce hesitation when strangers see the product for the first time.
Recommended correction
Evidence
Detected 0 commercial proof signal(s) and 0 source or methodology signal(s) for this home page.
Priority
Priority 16: lower-risk cleanup after urgent launch blockers.
Fix Prompt
SEO / AEO
Severity mix: 1 critical, 8 high, 3 medium, 1 low. Coverage: 0 review and 1 not applicable.
Security
Severity mix: 2 critical, 3 high, 0 medium, 0 low. Coverage: 0 review and 1 not applicable.
Accessibility
Severity mix: 0 critical, 3 high, 6 medium, 0 low. Coverage: 0 review and 4 not applicable.
Design
Severity mix: 0 critical, 3 high, 7 medium, 1 low. Coverage: 0 review and 0 not applicable.
SEO / AEO
Severity mix: 1 critical, 8 high, 3 medium, 1 low. Coverage: 0 review and 1 not applicable.
Accessibility
Severity mix: 0 critical, 3 high, 6 medium, 0 low. Coverage: 0 review and 4 not applicable.
Security
Severity mix: 2 critical, 3 high, 0 medium, 0 low. Coverage: 0 review and 1 not applicable.
Design
Severity mix: 0 critical, 3 high, 7 medium, 1 low. Coverage: 0 review and 0 not applicable.
Failed checks
These checks need attention.
Answer-engine content quality
Why this needs attention
The page is technically discoverable, but its entity clarity, answer-ready copy, structured data, evidence, authorship, or freshness is not yet complete.
Search and answer systems need clear, extractable, verifiable facts in addition to crawl access and metadata.
Recommended correction
Evidence
Role-aware AEO content components: entity clarity 50/100, answer-ready text 0/100, semantic structured data 80/100. Detected role: home (high confidence). Failed: earned 16 of 40 points from partial coverage.
How FreeScan evaluates this check (opens in a new tab)Priority
Priority 6: fix during launch polish.
Fix Prompt
Schema quality and validity
Why this needs attention
The JSON-LD may parse, but its required facts, page-role relevance, visible-content agreement, or graph connections are incomplete.
Invalid structured data can be ignored by search and answer systems, even when visible page content is strong.
Recommended correction
Evidence
1 of 1 JSON-LD block(s) parsed. Semantic quality is 80/100: completeness 75/100, graph connectivity 0/100, primary types Organization, currently useful search-feature types Organization. Nested types do not count as separate schema coverage. Failed: earned 7 of 8 points from partial coverage.
How FreeScan evaluates this check (opens in a new tab)Priority
Priority 10: fix during launch polish.
Fix Prompt
Internal link basics
Why this needs attention
The page has too few detectable links to other public pages on the same site.
Internal links help visitors find pricing, docs, contact, legal, or product details without getting stuck.
Recommended correction
Evidence
Detected 0 visible internal link target(s) in the rendered page. Failed: earned 0 of 6 points.
How FreeScan evaluates this check (opens in a new tab)Priority
Priority 16: lower-risk cleanup after urgent launch blockers.
Fix Prompt
Common security headers
Why this needs attention
Several browser protection headers are missing or present only as weak, narrow policies.
These headers reduce avoidable browser-side risk and show a baseline of care before launch.
Recommended correction
Evidence
Detected 4 of 5 common public security controls. Present: strict-transport-security, x-content-type-options, frame protection (x-frame-options), referrer-policy. Missing: content-security-policy. Needs strengthening: none. Failed: earned 12 of 18 points from partial coverage.
How FreeScan evaluates this check (opens in a new tab)Priority
Priority 5: fix before sharing the page publicly.
Fix Prompt
Landmark presence
Why this needs attention
The page is missing common landmarks such as header, nav, main, or footer.
Landmarks make the page easier to navigate for assistive technology and keyboard users.
Recommended correction
Evidence
Detected 0 visible main landmark(s) and 2 visible landmark element(s) or roles. A page should expose one main landmark. Failed: earned 0 of 10 points.
How FreeScan evaluates this check (opens in a new tab)Priority
Priority 18: lower-risk cleanup after urgent launch blockers.
Fix Prompt
Basic contrast
Why this needs attention
The scanner found text/background color pairs that may be hard to read, or could not verify contrast.
Low contrast makes a launch page feel less polished and can exclude users with low vision.
Recommended correction
Evidence
20 of 103 rendered text color sample(s) across captured viewports missed WCAG contrast targets. Worst rendered ratio: 2.63. Mobile 390px viewport: 10 of 55 failed; worst ratio 2.63:1. Failed: earned 0 of 8 points.
How FreeScan evaluates this check (opens in a new tab)Priority
Priority 20: lower-risk cleanup after urgent launch blockers.
Affected elements
One platform. Infinite opportunities.
© 2026 Pi · Private Pilot
One platform. Infinite opportunities.
Name, skills, and expertise that can surface in search.
Fix Prompt
Rendered axe accessibility violations
Why this needs attention
The rendered page has accessibility rule violations detected by axe-core.
axe checks the actual browser-rendered page, so these issues can affect people using keyboards, screen readers, or other assistive technology.
Recommended correction
Evidence
axe found 3 violation rule(s); 2 non-contrast rule(s) are scored here, including 0 serious or critical rule(s). Color contrast is scored once by the dedicated contrast check. 1 result(s) require review. Top rules: color-contrast (10), region (21), image-redundant-alt (1). Failed: earned 15 of 18 points from partial coverage.
How FreeScan evaluates this check (opens in a new tab)Priority
Priority 5: fix before sharing the page publicly.
Affected elements
Name, skills, and expertise that can surface in search.
Twin, matching, communities, opportunities — each discoverable.
Live / Partial / Demo labels so trust scales with growth.
All page content should be contained by landmarks
Fix any of the following: Some page content is not contained by landmarks
Fix Prompt
Credibility and proof
Why this needs attention
The page does not expose enough verifiable credibility for its detected role.
Trust signals reduce hesitation when strangers see the product for the first time.
Recommended correction
Evidence
Detected 0 commercial proof signal(s) and 0 source or methodology signal(s) for this home page. Failed: earned 0 of 10 points.
How FreeScan evaluates this check (opens in a new tab)Priority
Priority 16: lower-risk cleanup after urgent launch blockers.
Fix Prompt
Rendered composition and spacing
Why this needs attention
Rendered geometry found cramped text, overly long lines, undersized body copy, or too many competing actions in the first viewport.
Consistent spacing helps the page feel deliberate and easier to scan.
Recommended correction
Evidence
Desktop 1366px: 2 unique above-fold action(s), 9 body sample(s) below 14px, 0 cramped line-height sample(s), and 0 overlong line sample(s). Mobile 390px: 2 unique above-fold action(s), 9 body sample(s) below 14px, 0 cramped line-height sample(s), and 0 overlong line sample(s). Repeated CTA labels are deduplicated and do not earn extra credit. Failed: earned 2 of 7 points from partial coverage.
How FreeScan evaluates this check (opens in a new tab)Priority
Priority 25: lower-risk cleanup after urgent launch blockers.
Fix Prompt
Visual hierarchy
Why this needs attention
Rendered typography, geometry, and contrast show that the main heading is not distinct or legible enough, or that the hierarchy needs manual review.
Hierarchy tells visitors what to read first and what action to take next.
Recommended correction
Evidence
The rendered H1 is 48px/700 weight versus a 14px/400 median body style (3.43× size). Captured 13 supporting heading(s) and 7 action(s). The main heading has a clear rendered emphasis over body copy. 20 of 103 rendered text samples missed contrast targets, so hierarchy is not considered fully legible. Failed: earned 6 of 9 points from partial coverage.
How FreeScan evaluates this check (opens in a new tab)Priority
Priority 12: fix during launch polish.
Fix Prompt
Page-level AEO readiness
Shared eligibility and content signals that affect every search and answer agent.
Index and citation eligibility
No general noindex directive was detected.
Snippet and answer controls
No general nosnippet or max-snippet:0 control was detected.
Canonical alignment
The canonical resolves to the scanned public URL.
Sitemap coverage and freshness
The exact URL appears in the fetched sitemap.
Structured data
Semantic schema score 80/100. Detected 1 JSON-LD block(s), 0 parse error(s), 1 graph node(s), and primary types Organization. Completeness: 75/100. Graph connectivity: 0/100. A primary schema type matches the detected page role. The schema entity is supported by visible page content.
Public or paywalled content
No isAccessibleForFree structured-data value was detected.
Entity clarity
Entity alignment scored 50/100 for “Pi (π)”. Title/H1 token overlap is 0%; description match detected; identity schema detected.
Answer-ready visible text
Answerability scored 0/100 from 0 main-content words, 0 concise answer block(s), 0 question heading(s), 0 definition(s), 0 list(s), and 0 table(s).
Authorship and accountability
Authorship is not a universal requirement for the detected home page role.
Published or updated date
Freshness metadata is contextual for the detected home page role.
Supporting-source links
Supporting sources are contextual for the detected home page role and do not affect readiness.
Rendered content availability
Rendered audit completed with 36 visible text element(s).
Synthetic search-agent reachability
8 of 8 completed search/discovery User-Agent probes returned reachable content.
Optional LLM-readable summary
No llms.txt file was found; this is optional and does not reduce core AEO readiness.
OpenAIChatGPT searchOAI-SearchBotPASS · ALLOWED · Toggle crawler details
AI search
Robots: allowed by * allow: / · line 2
Synthetic probe: reachable · HTTP 200 · 100% sampled-content parity
Controls: robots meta: index, follow
OpenAIOpenAI model trainingGPTBotPOLICY ALLOWED · Toggle crawler details
Model training
Robots: allowed by * allow: / · line 2
Synthetic probe: not applicable to this policy control
Controls: robots meta: index, follow
OpenAIChatGPT user fetchesChatGPT-UserUNKNOWN · Toggle crawler details
User-requested fetch
Robots: not applicable to user-requested fetches
Synthetic probe: not tested · access is unverified
Controls: robots meta: index, follow
AnthropicClaude model trainingClaudeBotPOLICY ALLOWED · Toggle crawler details
Model training
Robots: allowed by * allow: / · line 2
Synthetic probe: not applicable to this policy control
Controls: robots meta: index, follow
AnthropicClaude searchClaude-SearchBotPASS · ALLOWED · Toggle crawler details
AI search
Robots: allowed by * allow: / · line 2
Synthetic probe: reachable · HTTP 200 · 100% sampled-content parity
Controls: robots meta: index, follow
AnthropicClaude user fetchesClaude-UserPASS · ALLOWED · Toggle crawler details
User-requested fetch
Robots: allowed by * allow: / · line 2
Synthetic probe: reachable · HTTP 200 · 100% sampled-content parity
Controls: robots meta: index, follow
GoogleGoogle Search and AI featuresGooglebotPASS · ALLOWED · Toggle crawler details
Search and discovery
Robots: allowed by * allow: / · line 2
Synthetic probe: reachable · HTTP 200 · 100% sampled-content parity
Controls: robots meta: index, follow
GoogleGemini data use and groundingGoogle-ExtendedPOLICY ALLOWED · Toggle crawler details
Data-use policy control
Robots: allowed by * allow: / · line 2
Synthetic probe: not applicable to this policy control
Controls: robots meta: index, follow
MicrosoftBing and CopilotBingbotPASS · ALLOWED · Toggle crawler details
Search and discovery
Robots: allowed by * allow: / · line 2
Synthetic probe: reachable · HTTP 200 · 100% sampled-content parity
Controls: robots meta: index, follow
PerplexityPerplexity searchPerplexityBotPASS · ALLOWED · Toggle crawler details
AI search
Robots: allowed by * allow: / · line 2
Synthetic probe: reachable · HTTP 200 · 100% sampled-content parity
Controls: robots meta: index, follow
PerplexityPerplexity user fetchesPerplexity-UserUNKNOWN · Toggle crawler details
User-requested fetch
Robots: not applicable to user-requested fetches
Synthetic probe: not tested · access is unverified
Controls: robots meta: index, follow
AppleSiri, Spotlight, and Safari searchApplebotPASS · ALLOWED · Toggle crawler details
Search and discovery
Robots: allowed by * allow: / · line 2
Synthetic probe: reachable · HTTP 200 · 100% sampled-content parity
Controls: robots meta: index, follow
AppleApple foundation-model trainingApplebot-ExtendedPOLICY ALLOWED · Toggle crawler details
Data-use policy control
Robots: allowed by * allow: / · line 2
Synthetic probe: not applicable to this policy control
Controls: robots meta: index, follow
Mistral AIMistral searchMistralAI-IndexPASS · ALLOWED · Toggle crawler details
AI search
Robots: allowed by * allow: / · line 2
Synthetic probe: reachable · HTTP 200 · 100% sampled-content parity
Controls: robots meta: index, follow
Mistral AIMistral user fetchesMistralAI-UserPASS · ALLOWED · Toggle crawler details
User-requested fetch
Robots: allowed by * allow: / · line 2
Synthetic probe: reachable · HTTP 200 · 100% sampled-content parity
Controls: robots meta: index, follow
MetaMeta AI model and product datameta-externalagentPOLICY ALLOWED · Toggle crawler details
Model training
Robots: allowed by * allow: / · line 2
Synthetic probe: not applicable to this policy control
Controls: robots meta: index, follow
MetaMeta AI user fetchesmeta-externalfetcherPASS · ALLOWED · Toggle crawler details
User-requested fetch
Robots: allowed by * allow: / · line 2
Synthetic probe: reachable · HTTP 200 · 100% sampled-content parity
Controls: robots meta: index, follow
AmazonAmazon model trainingAmazonbotPOLICY ALLOWED · Toggle crawler details
Model training
Robots: allowed by * allow: / · line 2
Synthetic probe: not applicable to this policy control
Controls: robots meta: index, follow
AmazonAlexa and Rufus searchAmzn-SearchBotPASS · ALLOWED · Toggle crawler details
AI search
Robots: allowed by * allow: / · line 2
Synthetic probe: reachable · HTTP 200 · 100% sampled-content parity
Controls: robots meta: index, follow
AmazonAlexa user fetchesAmzn-UserPASS · ALLOWED · Toggle crawler details
User-requested fetch
Robots: allowed by * allow: / · line 2
Synthetic probe: reachable · HTTP 200 · 100% sampled-content parity
Controls: robots meta: index, follow
Common CrawlOpen web datasetsCCBotPOLICY ALLOWED · Toggle crawler details
Model training
Robots: allowed by * allow: / · line 2
Synthetic probe: not applicable to this policy control
Controls: robots meta: index, follow
Ready combines robots policy, a bounded synthetic User-Agent fetch, indexability, and snippet eligibility. Synthetic probes do not prove vendor-origin traffic. Preference states are training or data-use choices and do not lower the AEO score.
The image refreshes from FreeScan after a completed rescan. Clicking it always opens the newest public report saved for this exact scanned URL.
Scan evidence is included as untrusted data. The implementation brief instructs agents to verify findings before editing and to avoid destructive or speculative changes.
