# Sam Woods (@samwoods) on x

- id: koinon:creator:x_samwoods
- url: https://koinonlink.com/kol/x/samwoods
- schema_version: 1.4

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

## Reach
- followers: 11204
- following: 4040
- posts_total: 11386
- posts_observed: 32
- posts_per_day: 7.09
- account_age_days: 1606
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00205
- best_post_interactions: 23
- 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 agent architecture for business scaling, Practical AI tool selection for high-growth founders, Real-world AI stack implementation, Differentiating AI models by use case and workflow integrati
- bio: Agents for scaling your online business. Sharing what I'm doing.

## Audience (inferred)
- status: present
- description: CEOs and business leaders scaling online businesses with AI agents, mainly 8-figure founders and growth-focused operators
- roles: ads
- seniority: decision_maker
- pain_points: Struggling to identify which AI tools actually deliver real business results beyond hype, Wasting time on AI tool stacks that don't integrate well or scale with their operations, Finding it hard to build reliable, autonomous AI systems that can handle complex business workflows, Overwhelmed by the noise of AI Twitter and generic tool lists that don't reflect real-world performance
- posts_analysed: 6
- 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: 75
- authenticity_basis: engagement_observed
- credibility_score: 75
- 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_samwoods#b107d770] Every "AI tools" list you've seen was written by someone who follows AI Twitter. (https://twitter.com/samwoods/status/2049856354362290328)
- [x_samwoods#14390fe7] Here's the stack I actually tell 8-figure CEOs to build around.
- [x_samwoods#5a0fedd6] 1) Thinking Partners
- [x_samwoods#7ec9ba7a] > Claude: reasoning depth and agent-ready by default. The one I do real work with.
- [x_samwoods#8a5c07f2] > ChatGPT: widest ecosystem. Best for creative and brainstorming loops.
- [x_samwoods#53059aa3] > Gemini: million-token context is genuinely useful for long documents and d

## 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: 11
- 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_samwoods
- Request removal: https://koinonlink.com/claim?k=x_samwoods
- Terms: https://koinonlink.com/for-ai