# Tom Curry (@imtomcurry) on x

- id: koinon:creator:x_imtomcurry
- url: https://koinonlink.com/kol/x/imtomcurry
- schema_version: 1.4

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

## Reach
- followers: 9078
- following: 997
- posts_total: 10287
- posts_observed: 5
- posts_per_day: 3.184
- account_age_days: 3231
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.02534
- best_post_interactions: 230
- 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: finance
- subcategory: investing
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Startup investing and equity trading on Soar, AI tools for founders and investors (e.g. Boardyai), Venture capital becoming a traded asset class, Founder marketing and X/Twitter strategies, Valuation bets and dealmaking on social platforms
- bio: Trade startups @TrySoar. Retired sneaker botter

## Audience (inferred)
- status: present
- description: Startup founders and investors active in trading startup equity and using AI dealmaking tools
- roles: sales
- seniority: decision_maker
- pain_points: Struggling to market effectively as a founder in a crowded space, Finding and trading undervalued startup opportunities, Navigating new platforms for venture as a traded asset class, Identifying reliable AI tools for networking and deal flow
- posts_analysed: 20
- confidence: 0.6

## Commercial (inferred)
- audience_buyer_fit: 0.6
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 85
- authenticity_basis: engagement_observed
- credibility_score: 85
- 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_imtomcurry#c1b46796] Random thought Feels like AI investment tops sometime soonish and rotating/investing in other segments that have been ignored and underpriced would be wise (https://twitter.com/imtomcurry/status/1958564562589851945)
- [x_imtomcurry#b7509339] all founders need to be great marketers now
- [x_imtomcurry#a28ef20e] https://t.co/Ja6dUrxG9R
- [x_imtomcurry#3c3f4800] Hey @boardyai how you like that bottom tick https://t.co/dXksBl7f70
- [x_imtomcurry#b7800c7b] You can save yourself a lot of time and not engage in this garbage 🫡
- [x_imtomcurry#a6add476] Mid-tier rage bait
- [x_imtomcurry#e770546d] If you’re a founder or investor, why are you not using @boardyai?
- [x_imtomcurry#05497f11] The BIGGEST mistake you're making on X ⤵️ You write a good tweet, click send, and then what? Continued below 🧵

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=76, 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=76, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=110, 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=76, 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=110, 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=110, method=platform_profile

## Freshness
- profile_checked_days_ago: 110
- content_analysed_days_ago: 76
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 8
- 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_imtomcurry
- Request removal: https://koinonlink.com/claim?k=x_imtomcurry
- Terms: https://koinonlink.com/for-ai