# Techstars (@Techstars) on x

- id: koinon:creator:x_techstars
- url: https://koinonlink.com/kol/x/Techstars
- schema_version: 1.4

## Identity
- platform: x
- handle: Techstars
- platform_url: https://twitter.com/Techstars
- website: https://www.techstars.com/
- country: United States
- entity_type: creator
- person_id: koinon:person:threads_techstars

## Reach
- followers: 350091
- following: 87
- posts_total: 28423
- posts_observed: 21
- posts_per_day: 4.193
- account_age_days: 6778
- verified: false
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00007
- best_post_interactions: 26
- 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: saas
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: Startup funding announcements, AI company successes from accelerators, Pitch deck and moat insights, Techstars portfolio highlights
- bio: Helping founders scale their startups into world-changing businesses.

## Audience (inferred)
- status: present
- description: Startup founders and entrepreneurs seeking to scale and raise capital
- roles: none
- seniority: decision_maker
- pain_points: Raising significant funding rounds, Building defensible moats beyond claims in pitch decks, Scaling early-stage tech or AI startups
- posts_analysed: 3
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 53
- authenticity_basis: engagement_observed
- credibility_score: 88
- 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
- [x_techstars#ab650e73] Claiming a moat and actually having one are two very different things. Ann Olsen, Chief Marketing Officer at Techstars, has seen enough pitch decks to know which founders understand the difference. https://t.co/slyOULfRwi (https://twitter.com/Techstars)
- [x_techstars#6516d521] TwelveLabs (Techstars 2021), a video intelligence platform that makes raw footage searchable and analyzable with AI, raised $100M. Founded by Jae Lee, Dave Chung, Soyoung Lee, and Aiden Lee, TwelveLabs set out to build AI that perceives video as it actually happens, not just text
- [x_techstars#835ce8d5] Private capital is a

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=111, 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=111, 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=111, 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: 111
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 13
- 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_techstars
- Request removal: https://koinonlink.com/claim?k=x_techstars
- Terms: https://koinonlink.com/for-ai