# Peter (@TechwithPeter) on x

- id: koinon:creator:x_techwithpeter
- url: https://koinonlink.com/kol/x/TechwithPeter
- schema_version: 1.4

## Identity
- platform: x
- handle: TechwithPeter
- platform_url: https://twitter.com/TechwithPeter
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 11389
- following: 1261
- posts_total: 3765
- posts_observed: 27
- posts_per_day: 13.893
- account_age_days: 271
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00457
- best_post_interactions: 52
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: AI tool discovery and comparison, AI productivity workflows, AI for content creation (writing, image, video), AI for research and information gathering, AI for meetings and note-taking, AI tool categorization by function
- bio: Daily AI tools, prompts & productivity hacks | Learn, build & grow faster with AI ⚡

## Audience (inferred)
- status: present
- description: Individuals looking to leverage AI tools for personal and professional productivity, especially solopreneurs, freelancers, and early-stage creators
- roles: general_ai
- seniority: practitioner
- pain_points: Struggling to keep up with the rapidly growing number of AI tools and which ones to use for specific tasks, Finding it hard to integrate multiple AI tools into a cohesive workflow without technical overhead, Not knowing which AI tools are most effective for specific use cases like writing, video creation, or research, Overwhelmed by the noise and hype around AI and unable to identify truly useful tools from the crowd
- posts_analysed: 13
- confidence: 0.4

## 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: 71
- authenticity_basis: engagement_observed
- credibility_score: 71
- flagged_for_review: false
- koinon_bd_grade: A — 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
- [x_techwithpeter#484e57be] 🚀 13 AI Categories You Should Master in 2026 (https://twitter.com/TechwithPeter)
- [x_techwithpeter#e79e7c21] 🔍 Research & Search
- [x_techwithpeter#5078af85] ChatGPT • Perplexity • Gemini • Copilot
- [x_techwithpeter#4b5c6fad] 🎨 Image Generation
- [x_techwithpeter#1c6c73f7] GPT-4o • Midjourney • Grok • Higgsfield
- [x_techwithpeter#f82b1ec1] ⚡ Productivity
- [x_techwithpeter#1b2a2254] Gamma • Grok 3 • Gemini 2.5 • Perplexity
- [x_techwithpeter#ec37d59e] ✍️ Writing

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

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=108, 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=0.5, freshness_days=79, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 79
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 6
- 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=x_techwithpeter
- Request removal: https://koinonlink.com/claim?k=x_techwithpeter
- Terms: https://koinonlink.com/for-ai