# Salesforce Architects (@SalesforceArchs) on x

- id: koinon:creator:x_salesforcearchs
- url: https://koinonlink.com/kol/x/SalesforceArchs
- schema_version: 1.4

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

## Reach
- followers: 12990
- following: 83
- posts_total: 1040
- posts_observed: 2
- posts_per_day: 0.389
- account_age_days: 2671
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.001
- best_post_interactions: 13
- 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: devtools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Agentforce, Salesforce Architecture Center, Integrations and security, Natural language architecture queries, Headless 360
- bio: Architect the Agentic Enterprise. Stay up to date with news and resources for Salesforce Architects.

## Audience (inferred)
- status: present
- description: Salesforce architects and technical professionals building enterprise solutions on the Salesforce platform
- roles: dev
- seniority: practitioner
- pain_points: Staying current with rapidly evolving Salesforce features like Agentforce, Locating trusted, architecture-specific guidance on integrations, security, and data, Efficiently answering complex platform questions without sifting through scattered documentation
- posts_analysed: 2
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 84
- authenticity_basis: engagement_observed
- credibility_score: 84
- 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_salesforcearchs#3d0f3ecb] Your new Agentforce-powered assistant has arrived on the @salesforce Architecture Center. 🤖 (https://twitter.com/SalesforceArchs/status/2069460487109030162)
- [x_salesforcearchs#691e9859] Ask architecture questions in natural language and discover trusted Salesforce guidance across integrations, security, data, Agentforce, Salesforce Headless 360, Data 360, governance, and more. Grounded in trusted Architecture Center content—including Decision Guides, Reference 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=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=120, 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=120, 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=120, method=platform_profile

## Freshness
- profile_checked_days_ago: 120
- content_analysed_days_ago: 79
- 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_salesforcearchs
- Request removal: https://koinonlink.com/claim?k=x_salesforcearchs
- Terms: https://koinonlink.com/for-ai