# aicodingpricing data evidence pack | 2026-06-17

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, production technical checks, and browser runtime are queryable. Core tool events are non-zero. The only hard-gate gap is current Bing Webmaster evidence; historical evidence remains configured, 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: 2026-06-17
- 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_6f570762/reports/site-review/site-review-20260617-daily/aicodingpricing-data-snapshot.md
- durable_mirror: /root/.hermes/kanban/boards/site-review/artifacts/site-review-20260617-daily/aicodingpricing-data-snapshot.md
- evidence_dir: /root/.hermes/kanban/boards/site-review/workspaces/t_6f570762/reports/site-review/site-review-20260617-daily/evidence-aicodingpricing
- durable_evidence_dir: /root/.hermes/kanban/boards/site-review/artifacts/site-review-20260617-daily/evidence-aicodingpricing

## 1. Data coverage matrix

- Analytics: GREEN
  - Plausible self-host API 200: 2026-06-16..2026-06-17 visitors=14, visits=14, pageviews=4, events=88, bounce_rate=7%, avg_visit_duration=5s.
  - GA4 Data API 200: property 538606134; 7d event rows and source 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. Browser network saw Plausible /api/event, GA4 g/collect, Clarity collect, and CF beacon.
  - Cloudflare Web Analytics: beacon loads in browser. CFWA is not current hard gate.
- GSC/Bing: YELLOW
  - GSC API 200: sc-domain:aicodingpricing.com; 2026-05-18..2026-06-17 aggregate clicks=0, impressions=367, CTR=0, avg position=13.25.
  - 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, pending=false.
  - Bing Webmaster: 2026-06-17 browser redirects to public about/sign-in page. Current backend evidence is login_required. Historical 2026-06-04/06-13/06-14 evidence: property selectable, sitemap submitted/crawl success, 0 errors/0 warnings, 25 URLs discovered, IndexNow Cloudflare/Self visible.
- Ahrefs SEO Audit: GREEN
  - 2026-06-17 Ahrefs Site Audit browser evidence: Project AICodingPricing, current crawl shown Yesterday, Health Score 100 / Excellent, Errors 0, Warnings 2, Notices 71, total issues 73.
  - Scope is Site Audit only; backlinks/ref domains/organic keywords/KD are not treated as missing data.
- Clarity: GREEN
  - 2026-06-17 dashboard Last 7 days: sessions=29, bot sessions excluded=11, unique users=27, pages/session=1.07, scroll depth=29.35%, active time=9 sec, rage=0, dead clicks=6 sessions / 20.69%, quick backs=0, JS errors=0.
- Funnel/business: GREEN, free site, no payment expected.
  - Plausible 2d events: calculator_usage=39 / 8 visitors; tool_start=9 / 5; tool_result=10 / 5; recommendation_shown=10 / 5; provider_recommended=10 / 5; page_view=5 / 5.
  - GA4 7d events: calculator_usage 489 / 49 users; recommendation_shown 264 / 47; provider_recommended 147 / 47; page_view 138 / 51; tool_result 104 / 49; tool_start 89 / 47; copy_recommendation 2 / 1.
  - D1 newsletter_subscribers: total=1; active subscriber exists; last_submitted_at=2026-06-07 02:25:07; referrer has ruanyf_weekly UTM. Raw email/user-agent redacted from evidence.
  - Payment/orders: not applicable for V1 free hub.
- Acquisition/UTM: GREEN
  - Plausible 30d Top sources: Direct / None 456 visitors / 4163 events; ruanyf_weekly 45 / 562; Bing 10 / 100; moxi_review 9 / 370; DuckDuckGo 8 / 224; moxi 6 / 182; Yandex/chatgpt.com/doubao.com/security.feishu.cn each 1 visitor; moce 1.
  - GA4 7d sources: direct/none 49 sessions / 43 users; bing/organic 4 / 4; moxi_review/kanban 4 / 1; not set 3 / 3; ruanyf_weekly/newsletter 1 / 1; security.feishu.cn/referral 1 / 1.
  - D1 subscriber referrer closes to ruanyf_weekly UTM.
- Technical SEO: GREEN
  - Production homepage HTTP 200; robots.txt HTTP 200; sitemap.xml HTTP 200; analytics-config.js HTTP 200; llms.txt HTTP 200; sitemap URL count=25.
  - Canonical=https://aicodingpricing.com; meta description visible; schemaCount=2.
  - Cloudflare zone API 200; CF Pages project API 200; 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: 2026-06-16..2026-06-17
- visitors=14, visits=14, pageviews=4, events=88, bounce_rate=7%, avg_visit_duration=5s.

Top sources, 30d:
- Direct / None: 456 visitors / 4163 events
- ruanyf_weekly: 45 visitors / 562 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
- moce: 1 visitor / 2 events
- security.feishu.cn: 1 visitor / 20 events

Top pages, 30d:
- /: 288 visitors / 329 pageviews
- /coding-agent-cost-calculator: 75 visitors / 39 pageviews
- /claude-code-pricing: 34 visitors / 41 pageviews
- /pricing-changelog: 30 visitors / 23 pageviews
- /codex-pricing: 29 visitors / 12 pageviews
- /claude-code-vs-codex: 28 visitors / 34 pageviews
- /llm-leaderboard: 26 visitors / 27 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: 39 events / 8 visitors
- provider_recommended: 10 events / 5 visitors
- recommendation_shown: 10 events / 5 visitors
- tool_result: 10 events / 5 visitors
- tool_start: 9 events / 5 visitors
- page_view: 5 events / 5 visitors
- pageview: 4 events / 4 visitors
- calculator_start: 1 event / 1 visitor

### GA4

Fact: GA4 runtime and Data API are queryable.

- measurement_id: G-QYC23TSM8Q
- property: 538606134 / AICodingPricing
- 7d event facts:
  - calculator_usage: 489 events / 49 users
  - recommendation_shown: 264 events / 47 users
  - provider_recommended: 147 events / 47 users
  - page_view: 138 events / 51 users
  - tool_result: 104 events / 49 users
  - tool_start: 89 events / 47 users
  - session_start: 59 events / 50 users
  - first_visit: 46 events / 46 users
  - user_engagement: 29 events / 19 users
  - scroll: 14 events / 13 users
  - calculator_start: 5 events / 3 users
  - copy_recommendation: 2 events / 1 user

7d sources:
- direct / none: 49 sessions / 43 users
- bing / organic: 4 sessions / 4 users
- moxi_review / kanban: 4 sessions / 1 user
- not set / not set: 3 sessions / 3 users
- ruanyf_weekly / newsletter: 1 session / 1 user
- security.feishu.cn / referral: 1 session / 1 user

## 3. Search Console / Bing facts

### GSC

- Search Analytics window: 2026-05-18..2026-06-17.
- aggregate: clicks=0, impressions=367, CTR=0, avg position=13.25.
- sitemap: submitted=25, indexed=0, errors=0, warnings=0, pending=false; production sitemap HTTP 200, URL count=25.
- top pages:
  - https://aicodingpricing.com/: impressions=330 avg_position=13.90 clicks=0
  - https://aicodingpricing.com/best-llm-for-coding: impressions=43 avg_position=7.23 clicks=0
  - https://aicodingpricing.com/about: impressions=11 avg_position=2.27 clicks=0
  - http://aicodingpricing.com/: impressions=7 avg_position=2.43 clicks=0
- top queries include `ai coding assistant pricing changes` impressions=5 avg_position=46.8, `best llm subscription for coding` avg_position=7, `best llm for coding` avg_position=10, but all clicks=0.

Judgment: GSC chain is queryable. Impressions remain present and up vs 2026-06-14 aggregate. 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: 2026-06-17 Ahrefs Site Audit backend is queryable in browser.

- current crawl shown: Yesterday
- Health Score: 100 / Excellent
- Issues: total 73; Errors 0; Warnings 2; Notices 71
- Visible counts: Crawled URLs 115; Internal 91; Resources 24; links found 2,462; crawled 2,248; uncrawled 214.
- Top visible issues: 3XX redirect 2; structured data rich results validation error 40; page has only one dofollow incoming internal link (not indexable) 28; HTTP to HTTPS redirect 2; indexable page not in sitemap 1.

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

## 5. Clarity behavior facts

Fact: 2026-06-17 Clarity dashboard current evidence is queryable.

- Project: AICodingPricing / wuwfgms5x2
- Last 7d sessions=29; bot sessions excluded=11; unique users=27.
- pages/session=1.07; scroll depth=29.35%; active time=9 sec / 1.4 min total.
- rage clicks=0; dead clicks=6 sessions / 20.69%; quick backs=0; excessive scrolling=0.
- Smart events visible: tool_start/tool_result/page_view/provider_recommended/recommendation_shown/calculator_usage each 28 sessions.
- JS errors=0 total.

Judgment: Clarity backend current evidence passes. Dead clicks remain 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 -> recommendation/copy/pricing CTA -> newsletter_submit -> active D1 subscriber.

- Plausible 2d visitors: 14.
- Plausible 2d tool_start: 9 events / 5 visitors.
- Plausible 2d tool_result: 10 events / 5 visitors.
- GA4 7d tool_start: 89 events / 47 users.
- GA4 7d tool_result: 104 events / 49 users.
- GA4 7d copy_recommendation: 2 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 and no new subscriber since 2026-06-07. No Scale/Iterate decision is made in this daily data pack.

## 7. Acquisition / UTM facts

- Plausible 30d sources: Direct / None 456 visitors; ruanyf_weekly 45; Bing 10; DuckDuckGo 8; Yandex/chatgpt.com/doubao.com/security.feishu.cn each 1.
- Internal/review traffic: moxi_review 9, moxi 6, moce 1; exclude from growth interpretation.
- GA4 7d: direct still dominant; bing organic present; ruanyf_weekly newsletter still traceable.
- 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.
- llms.txt: HTTP 200.
- canonical=https://aicodingpricing.com.
- schemaCount=2.
- Cloudflare zone and Pages project API 200; D1 binding queryable.

## 9. Daily exception radar / contracts

- data_trust_contract: YELLOW. GA4/GSC/Plausible/Clarity/Ahrefs/Technical are current-queryable. Bing Webmaster current refresh is login_required, so data-chain gate remains `blocked_or_needs_fix` until Bing dashboard is refreshed.
- user_task_contract: GREEN. tool_start/tool_result/recommendation events are non-zero in Plausible, GA4, and Clarity smart events.
- seo_battle_contract: YELLOW. GSC impressions exist and increased, clicks remain 0; sitemap submitted=25, indexed=0, errors=0, warnings=0. This is a watch item for SEO review, not a data-source outage.
- backlink_contract: PARTIAL. Distribution log has ruanyf_weekly referral/UTM closure and GA/Plausible evidence; live/indexed external backlink state is not refreshed in this data pack.
- action_closure_contract: YELLOW. Any non-routine follow-up for this manual_focus site must wait for Meng Jian confirmation.

## 10. Missing data sources / hard gate

- GA4: GREEN. Runtime, network collect, and Data API are queryable.
- Clarity: GREEN. Runtime, network collect, and dashboard are queryable.
- Bing Webmaster: YELLOW / current login_required. Historical configuration evidence exists; current dashboard verification is missing.
- Ahrefs SEO Audit: GREEN. Site Audit current browser evidence queryable; backlinks/ref domains/KD not part of the hard gate.

Required data source follow-ups:
- 待孟健确认｜墨运/墨析 browser closeout：刷新 Microsoft/Bing Webmaster 登录态后打开 `https://www.bing.com/webmasters/home?siteUrl=https%3A%2F%2Faicodingpricing.com%2F`，在 Select website 中确认 aicodingpricing.com，记录 sitemap submitted/downloaded/errors/warnings 和 IndexNow sources。验收：保存截图/文本证据到 evidence-aicodingpricing，并由墨析重跑数据包；需要登录态。

## 11. Evidence paths

- collection summary: reports/site-review/site-review-20260617-daily/evidence-aicodingpricing/collection_summary.json
- Plausible aggregate/events/sources/pages JSON: reports/site-review/site-review-20260617-daily/evidence-aicodingpricing/plausible_*.json
- GA4 events/sources JSON: reports/site-review/site-review-20260617-daily/evidence-aicodingpricing/ga4_*.json
- GSC aggregate/query/page/sitemap JSON: reports/site-review/site-review-20260617-daily/evidence-aicodingpricing/gsc_*.json
- Clarity browser evidence: reports/site-review/site-review-20260617-daily/evidence-aicodingpricing/clarity-aicodingpricing-20260617-refresh.txt
- Ahrefs browser evidence: reports/site-review/site-review-20260617-daily/evidence-aicodingpricing/ahrefs-aicodingpricing-20260617-browser-evidence.txt
- Bing browser evidence: reports/site-review/site-review-20260617-daily/evidence-aicodingpricing/bing-aicodingpricing-20260617-refresh.txt
- Technical fetches: reports/site-review/site-review-20260617-daily/evidence-aicodingpricing/technical_*.txt
- D1 evidence: reports/site-review/site-review-20260617-daily/evidence-aicodingpricing/d1_tables.txt and d1_newsletter_probe.txt

## 12. Metadata-ready summary

- data_sources_checked: Plausible self-host, GA4, GSC, Bing Webmaster browser, Ahrefs Site Audit browser, Clarity browser, D1, Cloudflare, production technical
- data_coverage_score: 6.5/7
- missing_data_sources: ["bing_webmaster_current_dashboard_refresh_login_required"]
- data_chain_gate_status: blocked_or_needs_fix
- daily_exception_status: yellow_attention
- owner_attention_required: true
- auto_followup_candidates: []