# Bahram Tavakoli (@bahram_t) on x

- id: koinon:creator:x_bahram_t
- url: https://koinonlink.com/kol/x/bahram_t
- schema_version: 1.4

## Identity
- platform: x
- handle: bahram_t
- platform_url: https://twitter.com/bahram_t
- website: http://bahramtavakoli.com
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 721
- following: 1322
- posts_total: 752
- posts_observed: 1
- posts_per_day: 0.16
- account_age_days: 4712
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.03745
- best_post_interactions: 27
- 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: VC investing and funds, startup founder stories, personal career moves in tech/VC, Boston/New England startup scene
- bio: building something new. prev DCM, @dormroomfund, @fanduel @italic, Knollwood family office.

## Audience (inferred)
- status: present
- description: Tech startup founders, early-stage VCs, and student/recent alumni entrepreneurs mainly in Boston/New England networks
- roles: none
- seniority: practitioner
- posts_analysed: 20
- confidence: 0.6

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 51
- authenticity_basis: engagement_observed
- credibility_score: 51
- 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_bahram_t#1e6b4695] @amirrustam is one of the most under-the-radar investors out there. if you're a deeply technical founder, you'd be lucky to work with him (https://twitter.com/bahram_t/status/2042071776507916487)
- [x_bahram_t#5a0ea0e9] https://t.co/XWkiqAU4ct
- [x_bahram_t#48b942db] DCM’s first IPO of the year. more to come 🥳
- [x_bahram_t#b711a25e] Love the site for Glue Groups! @DavidSacks @GlueGroups gluegroups [dot] com https://t.co/BJYvUjKj0C
- [x_bahram_t#d7c7ee53] Alexi is the man. I learned so much in our discussion, & I think you will too. To hear his story, how startups will disrupt healthcare, life working with @kevinryan of @alley_corp, & his amazing parents @susiegharib & Fred Nazem, click the link below👇 https://t.co/n1
- [x_bahram_t#989efbbd] After months of tinkering quietly, I'm excited to share a new endeavor I’ve been working on! Inspired by @lexfridman, I've been interviewing some amazing figures in business, tech, Hollywood, politics, & beyond WATCH NOW: https://t.co/IbdqCrxZvk But, why am I doing this? (1/7
- [x_bahram_t#228ca569] Every PM Ever: Listen to your users. They’ll tell you exactly what to build and will lead you to success. Users: https://t.co/jOrgfb3s1f
- [x_bahram_t#f82e92be] A less obvious but tangential market @elonmusk is disrupting is the emissions testing industry. I went to do my annual emissions test as it’s required by state law. Was greeted with a 15 car line, and happy Teslas zipping by. One Tesla driver laughed. My next car = @Tesla

## 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=117, 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=117, 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=117, method=platform_profile

## Freshness
- profile_checked_days_ago: 117
- content_analysed_days_ago: 76
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 12
- 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_bahram_t
- Request removal: https://koinonlink.com/claim?k=x_bahram_t
- Terms: https://koinonlink.com/for-ai