# Quant AI (@tryquantio) on x

- id: koinon:creator:x_tryquantio
- url: https://koinonlink.com/kol/x/tryquantio
- schema_version: 1.4

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

## Reach
- followers: 14046
- following: 4
- posts_total: 177
- posts_observed: 3
- posts_per_day: 0.744
- account_age_days: 238
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00577
- best_post_interactions: 81
- 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: crypto
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI investment advisory, Multi-asset market integration, Voice-controlled trading commands, Real-time price alerts, Cross-chain bridging and liquidity
- bio: Hello, I’m Quant, your first AI Investment Advisor integrated with 25 blockchains, 10000+ tokens, 100+ stocks and commodities

Sign in to get early access!

## Audience (inferred)
- status: present
- description: Crypto and stock traders/investors seeking AI tools for market analysis, alerts, and cross-chain actions
- roles: none
- seniority: practitioner
- pain_points: Missing key market signals amid thousands of daily data points, Fragmented workflows across wallets, bridges, and exchanges, Information overload from disconnected crypto, stock, and commodity feeds, Need for always-on monitoring without constant manual checks
- posts_analysed: 6
- confidence: 0.4

## 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: 73
- authenticity_basis: engagement_observed
- credibility_score: 73
- 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_tryquantio#60983df0] Markets aren't isolated. Crypto, stocks, commodities, and more all tell part of the story. Quant AI brings it together into one intelligent experience. One Flow. Every Market. (https://twitter.com/tryquantio/status/2069990693842391225)
- [x_tryquantio#3e68d9cd] Technology is at its best when it disappears. No buttons to memorize. No workflows to learn. Just say what you want. Voice becomes action.
- [x_tryquantio#d256a374] The market never sleeps. Now your price alerts don't have to either. Just ask, and Quant AI will notify you when it matters most. https://t.co/qcsQQJfKlA
- [x_tryquantio#4d5400b3] Markets generate thousands of signals every day. The real challenge isn't finding more information—it's knowing what actually matters. Never Miss the Signal. 🟠
- [x_tryquantio#aa109c63] Imagine saying: "Bridge 2 ETH to Base." That's it. No bridge websites. No wallet hopping. No unnecessary complexity. One Command. Every Chain. https://t.co/WQJpVAWOTI
- [x_tryquantio#7890e24e] Price is the output. Liquidity, momentum, volume, and sentiment are the inputs. The edge co

## 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=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, 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=78, 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: 78
- audience_updated_days_ago: 78

## 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_tryquantio
- Request removal: https://koinonlink.com/claim?k=x_tryquantio
- Terms: https://koinonlink.com/for-ai