# aicodingpricing data evidence pack | 2026-06-14

Conclusion: YELLOW. Data is usable for daily anomaly radar and downstream review. data_chain_gate_status=blocked_or_needs_fix because Bing Webmaster current dashboard refresh is still login_required.

One line: Plausible self-host, GA4 Data API, GSC, Clarity dashboard, Ahrefs Site Audit, D1 newsletter, and production technical checks are queryable. Core tool events are non-zero. The only hard-gate gap is current Bing Webmaster evidence; historical evidence remains green but today's browser session cannot refresh sitemap/IndexNow state.

## 0. Scope

- project_slug: aicodingpricing
- primary_keyword: AI coding pricing
- production_url: https://aicodingpricing.com
- review_date: 2026-06-14
- review_mode: daily_exception_radar + data_evidence_pack
- topic_target: telegram:-1003750190535:6256
- owner_attention_mode: manual_focus
- workspace_report: /root/.hermes/kanban/boards/site-review/workspaces/t_327dbff9/reports/site-review/site-review-20260614-daily/aicodingpricing-data-snapshot.md
- durable_mirror: /root/.hermes/kanban/boards/site-review/artifacts/site-review-20260614-daily/aicodingpricing-data-snapshot.md
- evidence_dir: /root/.hermes/kanban/boards/site-review/workspaces/t_327dbff9/reports/site-review/site-review-20260614-daily/evidence-aicodingpricing
- durable_evidence_dir: /root/.hermes/kanban/boards/site-review/artifacts/site-review-20260614-daily/evidence-aicodingpricing

## 1. Data coverage matrix

- Analytics: GREEN
  - Plausible self-host API 200: 2026-06-13..2026-06-14 visitors=20, visits=20, pageviews=21, events=241, bounce_rate=0%, avg_visit_duration=15s.
  - GA4 Data API 200: property 538606134; 7d event rows queryable; token exchange ok.
  - Browser runtime: window.plausible/window.gtag/window.clarity are all function; analytics-config shows GA4=G-QYC23TSM8Q, Clarity=wuwfgms5x2, Plausible=aicodingpricing.com.
  - Cloudflare Web Analytics: CF beacon exists on page; CF Pages build_config.web_analytics_tag/token is null. Not a current hard gate.
- GSC/Bing: YELLOW
  - GSC API 200: sc-domain:aicodingpricing.com; last 30d clicks=0, impressions=348, CTR=0, avg position=12.6523.
  - GSC sitemap API 200: submitted=25, indexed=0, errors=0, warnings=0, lastSubmitted=2026-06-05T05:11:33.242Z, lastDownloaded=2026-06-05T05:11:33.830Z.
  - Bing Webmaster: 2026-06-14 browser redirects to public about/sign-in page. Current backend evidence is login_required. Historical 2026-06-04/06-13 evidence: property selectable, sitemap submitted/crawl success, 0 errors/0 warnings, 25 URLs discovered, IndexNow Cloudflare/Self visible.
- Ahrefs SEO Audit: GREEN
  - 2026-06-14 Ahrefs Site Audit browser evidence: Project AICodingPricing, current crawl 9 Jun, Health Score 100 / Excellent, Errors 0, Warnings 2, Notices 74.
  - Scope is Site Audit only; backlinks/ref domains/organic keywords/KD are not treated as missing data.
- Clarity: GREEN
  - 2026-06-14 dashboard Last 7 days: sessions=46, bot sessions excluded=13, unique users=44, pages/session=1.17, scroll depth=28.26%, active time=28 sec, rage=0, dead clicks=10 sessions / 21.74%, quick backs=0.
- Funnel/business: GREEN, free site, no payment expected.
  - Plausible 2d events: calculator_usage=98/20 visitors; tool_start=26/20; tool_result=24/20; recommendation_shown=24/20; provider_recommended=24/20; page_view=22/20.
  - GA4 7d events: calculator_usage 394/77 users; page_view 210/85; tool_result 105/77; tool_start 99/67; provider_recommended 95/67; recommendation_shown 95/67; newsletter_submit 5/1; pricing_click 1/1; pricing_cta_click 1/1.
  - D1 newsletter_subscribers: total=1, active=1, last_submitted_at=2026-06-07 02:25:07; referrer has ruanyf_weekly UTM.
  - Payment/orders: not applicable for V1 free hub.
- Acquisition/UTM: GREEN
  - Plausible 30d Top sources: Direct / None 431 visitors / 3934 events; ruanyf_weekly 44 / 541; Bing 10 / 100; moxi_review 9 / 370; DuckDuckGo 8 / 224; moxi 6 / 182; Yandex/chatgpt.com/doubao.com/security.feishu.cn each 1 visitor.
  - GA4 7d sources: direct 76 sessions; bing organic 5; ruanyf_weekly newsletter 3; duckduckgo organic 1; security.feishu.cn referral 1; yandex.ru referral 1.
  - D1 subscriber referrer closes to ruanyf_weekly UTM.
- Technical SEO: GREEN
  - Production homepage HTTP 200; robots.txt HTTP 200; sitemap.xml HTTP 200; sitemap URL count=25.
  - Browser/curl canonical=https://aicodingpricing.com; meta description visible; schemaCount=2.
  - CF Pages project API success; domains include aicodingpricing.pages.dev / aicodingpricing.com / www.aicodingpricing.com; D1 binding exists.

Coverage score: 6.5/7 usable.

## 2. Analytics facts

### Plausible self-host

Fact: self-host API is queryable; this is not only frontend-script evidence.

- endpoint host: https://plausible.shipsolo.io
- site_id: aicodingpricing.com
- window: 2026-06-13..2026-06-14
- visitors=20, visits=20, pageviews=21, events=241, bounce_rate=0%, avg_visit_duration=15s.

Top sources, 30d:
- Direct / None: 431 visitors / 3934 events
- ruanyf_weekly: 44 visitors / 541 events
- Bing: 10 visitors / 100 events
- moxi_review: 9 visitors / 370 events
- DuckDuckGo: 8 visitors / 224 events
- moxi: 6 visitors / 182 events
- Yandex: 1 visitor / 10 events
- chatgpt.com: 1 visitor / 60 events
- doubao.com: 1 visitor / 21 events
- security.feishu.cn: 1 visitor / 20 events

Top pages, 30d:
- /: 278 visitors / 318 pageviews
- /coding-agent-cost-calculator: 75 visitors / 39 pageviews
- /claude-code-pricing: 33 visitors / 39 pageviews
- /claude-code-vs-codex: 28 visitors / 34 pageviews
- /llm-leaderboard: 26 visitors / 27 pageviews
- /pricing-changelog: 26 visitors / 19 pageviews
- /codex-pricing: 18 visitors / 10 pageviews
- /best-llm-for-coding: 17 visitors / 16 pageviews
- /claude-code-usage-limits: 17 visitors / 17 pageviews
- /cursor-pricing: 15 visitors / 6 pageviews

Top events, 2d:
- calculator_usage: 98 events / 20 visitors
- tool_start: 26 events / 20 visitors
- provider_recommended: 24 events / 20 visitors
- recommendation_shown: 24 events / 20 visitors
- tool_result: 24 events / 20 visitors
- page_view: 22 events / 20 visitors
- pageview: 21 events / 19 visitors
- calculator_start: 2 events / 1 visitor

### GA4

Fact: GA4 runtime and Data API are queryable.

- measurement_id: G-QYC23TSM8Q
- property: 538606134 / AICodingPricing
- 7d event facts:
  - calculator_usage: 394 events / 77 users
  - page_view: 210 events / 85 users
  - tool_result: 105 events / 77 users
  - tool_start: 99 events / 67 users
  - provider_recommended: 95 events / 67 users
  - recommendation_shown: 95 events / 67 users
  - session_start: 90 events / 82 users
  - first_visit: 79 events / 79 users
  - user_engagement: 41 events / 27 users
  - scroll: 21 events / 19 users
  - newsletter_submit: 5 events / 1 user
  - calculator_start: 4 events / 3 users
  - pricing_click: 1 event / 1 user
  - pricing_cta_click: 1 event / 1 user

7d sources:
- direct / none: 76 sessions / 70 users
- not set / not set: 9 sessions / 9 users
- bing / organic: 5 sessions / 5 users
- moxi_review / kanban: 3 sessions / 1 user
- ruanyf_weekly / newsletter: 3 sessions / 3 users
- duckduckgo / organic: 1 session / 1 user
- security.feishu.cn / referral: 1 session / 1 user
- yandex.ru / referral: 1 session / 1 user

## 3. Search Console / Bing facts

### GSC

- Search Analytics window: last 30 days.
- aggregate: clicks=0, impressions=348, CTR=0, avg position=12.6523.
- sitemap: submitted=25, indexed=0, errors=0, warnings=0; production sitemap HTTP 200, URL count=25.
- top pages:
  - http://aicodingpricing.com/: impressions=7 avg_position=2.43 clicks=0
  - https://aicodingpricing.com/: impressions=313 avg_position=13.22 clicks=0
  - https://aicodingpricing.com/about: impressions=10 avg_position=2.3 clicks=0
  - https://aicodingpricing.com/best-llm-for-coding: impressions=40 avg_position=7.48 clicks=0
- top queries include best llm subscription for coding avg_position=7, best llm for coding avg_position=10, codex cost calculator avg_position=10, but all clicks=0.

Judgment: GSC chain is queryable. Impressions increased from yesterday 314 to 348. clicks=0 and sitemap indexed=0 remain SEO/indexing watch items, not a data-chain failure.

### Bing Webmaster

Fact: current browser login state is invalid for Bing Webmaster. Attempted URL redirects to public about/sign-in page.

Judgment: Bing is a core review source. Current status is YELLOW partial_current / login_required. It needs browser login refresh to re-check sitemap and IndexNow. This is not evidence that the site was never configured.

## 4. Ahrefs SEO Audit facts

Fact: 2026-06-14 Ahrefs Site Audit backend is queryable in browser.

- current crawl shown: 9 Jun
- Health Score: 100 / Excellent
- Issues: total 76; Errors 0; Warnings 2; Notices 74
- Visible counts: Crawled URLs 115; Internal 91; Resources 24; links found 2,462; uncrawled 214.

Judgment: Ahrefs Site Audit hard gate is green. Warnings/notices are technical SEO candidates, not data-source blockers.

## 5. Clarity behavior facts

Fact: 2026-06-14 Clarity dashboard current evidence is queryable.

- Project: AICodingPricing / wuwfgms5x2
- Last 7d sessions=46; bot sessions excluded=13; unique users=44.
- pages/session=1.17; scroll depth=28.26%; active time=28 sec / 1.3 min total.
- rage clicks=0; dead clicks=10 sessions / 21.74%; quick backs=0.
- Live users=1; new user sessions=41 / 89.13%; returning user sessions=5 / 10.87%.

Judgment: Clarity backend current evidence passes. Dead clicks are a downstream product/UX review signal; this data task does not make final UX strategy decisions.

## 6. Funnel / business facts

Default funnel: UV/sessions -> pricing/cost page landing -> tool_start -> tool_result -> pricing_cta_click -> newsletter_submit -> active D1 subscriber.

- Plausible 2d visitors: 20.
- Plausible 2d tool_start: 26 events / 20 visitors.
- Plausible 2d tool_result: 24 events / 20 visitors.
- GA4 7d newsletter_submit: 5 events / 1 user.
- D1 newsletter_subscribers: 1 active subscriber; last_submitted_at=2026-06-07 02:25:07; referrer=ruanyf_weekly UTM.
- Payment: not applicable for V1 free hub.

Judgment: core tool events are non-zero; business loop has 1 active subscriber. No Scale/Iterate decision is made in this daily data pack.

## 7. Acquisition / UTM facts

- Plausible 30d sources: Direct / None 431 visitors; ruanyf_weekly 44; Bing 10; DuckDuckGo 8; Yandex/chatgpt.com/doubao.com/security.feishu.cn each 1.
- Internal traffic: moxi_review 9, moxi 6, moce 1; exclude from growth interpretation.
- D1 subscriber referrer closes to ruanyf_weekly UTM.

## 8. Technical evidence

- production homepage: HTTP 200.
- robots.txt: HTTP 200; Allow /; Disallow /_state/; Sitemap correct.
- sitemap.xml: HTTP 200; URL count=25.
- analytics-config.js: HTTP 200; browser runtime verified GA4/Clarity/Plausible.
- Cloudflare Pages: project API success; domains and D1 binding queryable.
- D1 remote: newsletter_subscribers table exists and aggregate query succeeded.

## 9. Daily anomaly radar / Review Contract Tests

- data_trust_contract: YELLOW pass_with_bing_login_gap. Plausible/GA4/GSC/Clarity/Ahrefs/D1/Technical are queryable; Bing current dashboard is login_required.
- user_task_contract: GREEN pass. tool_start/tool_result/calculator_usage are non-zero.
- seo_battle_contract: YELLOW anomaly_watch. GSC impressions=348 and sitemap submitted=25/errors=0, but clicks=0 and indexed=0 remain watch items.
- backlink_contract: YELLOW partial. This data pack only checks source/referrer and Bing/IndexNow historical/current login state; submitted/live/indexed/referral is not fully judged here.
- action_closure_contract: GREEN. This report lists pending-confirmation data follow-up candidates and creates no execution follow-up.

Daily exception status: YELLOW attention. No P0. P1 watch: Bing current evidence login_required and GSC indexed=0. Owner is needed only for Microsoft/Bing login state refresh or permission for browser closeout.

## 10. Data-chain hard gate

- GA4: GREEN. Script, collect, and Data API are queryable. Property=538606134.
- Clarity: GREEN. Script, collect, and dashboard current evidence are queryable.
- Bing Webmaster: YELLOW partial_current / login_required. Historical backend evidence is green; today's browser redirects to sign-in/public about, so current sitemap/IndexNow cannot be refreshed.
- Ahrefs SEO Audit: GREEN. Current crawl 9 Jun, health=100, errors=0, warnings=2, notices=74.

required_data_source_followups, manual_focus, pending Meng Jian confirmation; no execution card created in this daily task:

1. moxi/moyun browser closeout: refresh Bing Webmaster login state and verify aicodingpricing.com Select website, sitemap submitted/downloaded/errors/warnings, and IndexNow sources. Acceptance: screenshot/text proof saved to durable mirror. Login required: yes, current session shows Sign In.
2. moyin/moxi: re-check GSC indexed=0. Action: URL inspection for homepage, /best-llm-for-coding, /coding-agent-cost-calculator; verify rendered canonical and sitemap inclusion. Acceptance: classify as new-site delay vs quality/duplicate/canonical vs request-indexing need. Login required only if GSC browser state is invalid.
3. moyin/mojie candidate: handle Ahrefs Site Audit warning/notices around structured data rich results validation and indexable page not in sitemap. Acceptance: next Ahrefs crawl warnings/notices reduced. Status: pending confirmation.

## 11. Evidence manifest

- /root/.hermes/kanban/boards/site-review/workspaces/t_327dbff9/reports/site-review/site-review-20260614-daily/evidence-aicodingpricing/ahrefs-aicodingpricing-20260614-browser-evidence.txt
- /root/.hermes/kanban/boards/site-review/workspaces/t_327dbff9/reports/site-review/site-review-20260614-daily/evidence-aicodingpricing/analytics-config.js.txt
- /root/.hermes/kanban/boards/site-review/workspaces/t_327dbff9/reports/site-review/site-review-20260614-daily/evidence-aicodingpricing/bing-aicodingpricing-20260614-refresh.txt
- /root/.hermes/kanban/boards/site-review/workspaces/t_327dbff9/reports/site-review/site-review-20260614-daily/evidence-aicodingpricing/browser-runtime-cdp.json
- /root/.hermes/kanban/boards/site-review/workspaces/t_327dbff9/reports/site-review/site-review-20260614-daily/evidence-aicodingpricing/clarity-aicodingpricing-20260614-refresh.txt
- /root/.hermes/kanban/boards/site-review/workspaces/t_327dbff9/reports/site-review/site-review-20260614-daily/evidence-aicodingpricing/cloudflare_summary.json
- /root/.hermes/kanban/boards/site-review/workspaces/t_327dbff9/reports/site-review/site-review-20260614-daily/evidence-aicodingpricing/d1_newsletter.txt
- /root/.hermes/kanban/boards/site-review/workspaces/t_327dbff9/reports/site-review/site-review-20260614-daily/evidence-aicodingpricing/d1_newsletter_aggregate.txt
- /root/.hermes/kanban/boards/site-review/workspaces/t_327dbff9/reports/site-review/site-review-20260614-daily/evidence-aicodingpricing/google_api_summary.json
- /root/.hermes/kanban/boards/site-review/workspaces/t_327dbff9/reports/site-review/site-review-20260614-daily/evidence-aicodingpricing/live_technical.json
- Plausible API JSON files in the same evidence directory.

## 12. Machine-readable metadata summary

```json
{
  "review_date": "2026-06-14",
  "review_mode": "daily_exception_radar + data_evidence_pack",
  "project_slug": "aicodingpricing",
  "topic_target": "telegram:-1003750190535:6256",
  "primary_keyword": "AI coding pricing",
  "data_sources_checked": ["Plausible self-host", "GA4", "GSC", "Bing Webmaster", "Ahrefs Site Audit", "Clarity", "D1 newsletter", "Cloudflare Pages", "Technical SEO"],
  "data_coverage_score": "6.5/7",
  "missing_data_sources": ["Bing Webmaster current dashboard refresh requires login; historical evidence exists"],
  "data_chain_gate_status": "blocked_or_needs_fix",
  "required_data_source_followups": ["Bing Webmaster browser closeout/login refresh", "GSC indexed=0 URL inspection follow-up", "Ahrefs warnings/notices technical SEO follow-up candidate"],
  "analytics_summary": "Plausible 2d 20 visitors/241 events; GA4 7d tool_start 99/tool_result 105/calculator_usage 394",
  "gsc_summary": "30d clicks=0 impressions=348 avg_position=12.6523; sitemap submitted=25 indexed=0",
  "ahrefs_seo_audit_summary": "Health Score 100, errors 0, warnings 2, notices 74, current crawl 9 Jun",
  "clarity_summary": "Last 7d sessions=46, unique users=44, dead clicks=10 sessions/21.74%, dashboard accessible",
  "funnel_summary": "Plausible 2d tool_start 26, tool_result 24; GA4 newsletter_submit 5/1 user; D1 active subscriber=1; payment N/A",
  "acquisition_summary": "Plausible 30d direct 431, ruanyf_weekly 44, Bing 10, DuckDuckGo 8; GA4 direct 76 sessions, bing organic 5",
  "daily_exception_status": "yellow_attention_no_p0",
  "owner_attention_required": true,
  "auto_followup_candidates": ["Bing Webmaster current evidence refresh", "GSC indexed=0 inspection", "Ahrefs Site Audit warning cleanup"]
}
```