How Peoplense works
Where the articles come from, how each one is analyzed and validated, and what we deliberately don’t include. The full editorial process is public.
On vendor sources
We include vendor blogs because they cover practitioner topics other sources don’t. We never let them speak for the research. On every vendor article, you’ll see a “Vendor Insight” tag and an AI-generated note flagging promotional framing, conflict of interest, or weak evidence. Vendor sources are excluded from our highest-trust tier.
The pipeline — 8 stages, every article
Every published article passes through these stages. AI does the heavy lifting; a human editor maintains the gate.
Source Monitoring
RSS feeds from 28 curated sources checked daily at 6:00 AM UTC. Google News Discovery supplements with broader coverage.
Pre-Ingestion Filter
Title/summary keyword check for HR/people-development relevance. Trusted sources bypass; unrelated topics skipped.
Full-Text Extraction
Trafilatura + BeautifulSoup scraping. Paywalled and registration-gated articles auto-rejected — we only publish what readers can fully access at the source.
Deduplication & Classification
SHA-256 hash dedupe. Rule-based topic classifier assigns labels (Performance Management, L&D, Talent, etc.). Off-topic content removed.
AI Analysis
Claude Sonnet 4.6 generates structured analysis: executive summary, key insights, frameworks mentioned, critical assessment of methodology and bias.
Fact Validation
Automated cross-check of names, numbers, organizations against the source text. Each article gets passed / warning / failed status.
Editorial Review
A human editor reviews each article against scope and quality criteria, then approves or rejects. No AI-only publishing.
Publication
Approved articles indexed in Meilisearch and published to the library. Visible on the homepage, in topic pages, and in the Monday Brief.
What we deliberately don’t include: paywalled content (we only publish what you can fully access), vendor press releases, market-research promo, AI-fabricated claims, anything that fails fact-validation. See Contact for corrections or takedown requests.
How we select sources
Research Relevance
Source regularly publishes evidence-based people development content
Editorial Standards
Established organization with verifiable editorial process
Active RSS Feed
Publicly accessible and actively maintained feed
Reader Access
Articles must be readable without paywall, registration, or member-gate
Publication Frequency
Regular, consistent output of new content
Vendor Bias Disclosure
Vendor sources clearly labeled and AI-checked for promotional framing
Google News Discovery (9 Topic Feeds)
In addition to our curated sources above, we run 9 Google News topic feeds to surface relevant articles from any reachable publisher. Articles from paywalled or terms-of-use-restricted publishers are automatically blocked. Every surfaced article goes through the same classification, fact-validation, and editorial review pipeline as our curated sources.
Tier 1 — Institutional Research & Peer-Reviewed Sources
World-leading research institutions, professional bodies, and peer-reviewed management journals. These are the highest-authority inputs in our library.
World's largest HR professional association — performance management, workplace policy, evidence reviews
UK's leading HR professional body — performance management, people development, evidence-based research
Human Capital Trends, talent management, organizational performance — original survey data
Peer-reviewed management research, leadership, organizational behavior, innovation
Evidence-based management research synthesizing peer-reviewed organizational psychology studies
Tier 2 — Independent Analysts & HR Publications
Independent industry analysts and HR publications with verifiable editorial processes and no direct product to sell.
Independent HR industry analyst — talent management, performance management, corporate learning
Employee wellbeing, culture, leadership, learning — UK-based HR publication
Actionable HR insights, compliance, management, performance practices
HR industry news, workforce management, HR technology coverage
Leadership and workforce development, training, L&D, performance improvement
Tier 3 — Vendor Blogs (Practitioner Content — Bias Flagged)
HR software vendor blogs. Included because they produce frequent practitioner content on day-to-day performance management. Excluded from the highest-trust tier because their content can carry product bias. Every article from these sources is flagged as a vendor source on the article page, and our AI analysis explicitly identifies vendor bias when present.
OKRs, 1-on-1s, performance reviews, employee engagement
Goal setting, manager effectiveness, performance reviews
Performance management, reviews, employee development
Performance reviews, employee engagement, high-performing teams
Employee engagement, performance reviews, people analytics
Employee engagement and recognition, retention
Coaching, leadership development, performance, wellbeing
Mentions & Attribution
Mentions on Peoplense are for attribution and context, not endorsement. When we summarize or reference third-party work, we name the source, link the original, and correct errors clearly.
Continuous improvement
We regularly review our source list. Sources that produce low-quality or off-topic content are removed. Publishers whose terms of use forbid summarization (such as HBR or Gallup) are explicitly excluded. If you know of a valuable independent source we should consider, please let us know.