# GPT for Work (@gptforwork) on youtube

- id: koinon:creator:youtube_gptforwork
- url: https://koinonlink.com/kol/youtube/gptforwork
- schema_version: 1.4

## Identity
- platform: youtube
- handle: gptforwork
- platform_url: https://www.youtube.com/@gptforwork
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 20000
- posts_observed: 1
- verified: false
- size_tier: koc

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Excel AI自动化, Google Sheets GPT集成, 数据清洗与格式化, 透视表和图表自动生成, 一键提示完成表格任务
- bio: AI agent for Excel and Google Sheets. Just describe what you need. The agent reads your data, plans the steps, and executes.

## Audience (inferred)
- status: present
- description: Excel and Google Sheets power users, primarily professionals and analysts who work with data
- roles: data
- seniority: practitioner
- pain_points: Time-consuming manual cell formatting and data validation, Repetitive steps required to create pivot tables and charts, Tedious process of cleaning blank rows, categorizing, and extracting data, Want to use AI but don’t know how to apply it directly within spreadsheets
- posts_analysed: 19
- confidence: 0.6

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 48
- authenticity_basis: profile_shape_only
- credibility_score: 48
- flagged_for_review: false
- koinon_bd_grade: B — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [youtube_gptforwork#62435d11] Build a business case in one prompt #spreadsheetmagic #ai #gptforsheets (https://www.youtube.com/@gptforwork)
- [youtube_gptforwork#0fae14f5] Bro is manually spreadsheeting. 2026. #excel #ai #exceltips gptforexcel
- [youtube_gptforwork#02e49404] Stop complaining about pivot tables, create them with AI. #Excel #AI #GPTforExcel #exceltricks
- [youtube_gptforwork#a4047e74] Stop manually formatting in Excel. Use an agent. #excel #ai #exceltips #gptforexcel
- [youtube_gptforwork#a14de563] Add data validation in one prompt. #excel #ai #exceltips #gptforexcel #agent #exceltricks
- [youtube_gptforwork#7ed31ce6] Clean your data in one prompt.#excel #exceltricks #ai #agent #charts #gptforexcel #gpt
- [youtube_gptforwork#101e1fd2] Conditional formatting minus the headaches. You're welcome. #excel #exceltricks #ai #agent #gpt
- [youtube_gptforwork#d222c271] What if an agent could draw your charts in Excel?#excel #exceltricks #ai #agent #charts

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=83, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=83, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=83, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=71, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=71, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=101, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=71, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=101, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=101, method=platform_profile

## Freshness
- profile_checked_days_ago: 101
- content_analysed_days_ago: 71
- audience_updated_days_ago: 83

## AI retrieval
- indexing_requests: 9
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=youtube_gptforwork
- Request removal: https://koinonlink.com/claim?k=youtube_gptforwork
- Terms: https://koinonlink.com/for-ai