Public Collaboration prompt leaders, engine disagreement, and citation opportunity
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
- Version
- 2-parent-b17099dda23e66d0
- Published
- Jul 27, 2026
- Live boards
- 3
- Method ID
- collaboration-productivity-platforms-prompt-insights
Where the facts come from
- Providers
- openai
- anthropic
- gemini
- Provider Matrix Version
64232fd32583
How the order is produced
The board publishes its primary raw measure without an undisclosed transformation.
When the method reruns
- daily
Boards using this version
Only live, quality-gated boards appear. Each board opens on the exact published table and evidence path.
| Board | Primary measure | Rows | Confidence | Freshness | Board version | Cadence | Evidence |
|---|---|---|---|---|---|---|---|
| Collaboration Prompt Brand Leaderscollaboration-productivity-platforms-prompt-brand-leaders | public-prompt-leading-brand-consensus | 16 | 100% | current | 2-parent-b17099dda23e66d0 | daily | Open board → |
| Collaboration Engine Disagreement by Promptcollaboration-productivity-platforms-prompt-engine-disagreement | public-prompt-engine-disagreement | 16 | 100% | current | 2-parent-b17099dda23e66d0 | daily | Open board → |
| Collaboration Prompt Citation Opportunitiescollaboration-productivity-platforms-prompt-citation-opportunity | public-prompt-leading-brand-owned-citation-gap | 16 | 100% | current | 2-parent-b17099dda23e66d0 | daily | Open board → |
Complete measurement ledger
These fields are stored with the methodology version. A changed contract must publish a new version before comparable movement can resume.
Cohort
Not specified.
Prompts
- Slug
best-productivity-suite
- Text
Which productivity and collaboration suites are best for email, documents, meetings, messaging, storage, search, and administration?
- Intent
recommendation
- Slug
enterprise-collaboration-suite
- Text
Recommend a collaboration platform for a global enterprise with identity, compliance, records, security, integrations, and centralized governance.
- Intent
recommendation
- Slug
startup-collaboration-stack
- Text
Which collaboration platform is best for a startup that needs documents, projects, messaging, meetings, search, and low administration overhead?
- Intent
recommendation
- Slug
knowledge-workspace
- Text
Recommend a workspace for company knowledge, collaborative docs, databases, projects, templates, search, and employee self-service.
- Intent
recommendation
- Slug
project-work-management
- Text
Which work-management platforms are strongest for cross-functional projects, portfolios, goals, workflows, capacity, and executive reporting?
- Intent
recommendation
- Slug
meeting-collaboration-platform
- Text
Recommend a collaboration platform for meetings, chat, phone, rooms, recordings, summaries, action items, and hybrid work.
- Intent
recommendation
- Slug
enterprise-content-collaboration
- Text
Which content collaboration platforms are best for secure file sharing, external collaboration, governance, workflows, and enterprise search?
- Intent
recommendation
- Slug
collaboration-ai-assistant
- Text
Which workplace platforms provide the strongest governed AI for search, writing, meetings, analysis, tasks, and cross-application actions?
- Intent
recommendation
- Slug
collaboration-buying-criteria
- Text
Compare collaboration platforms on documents, communication, projects, search, AI, integrations, administration, security, and support.
- Intent
commercial
- Slug
collaboration-pricing
- Text
How should a buyer compare workplace software pricing across seats, storage, meetings, telephony, AI, guests, security, and premium modules?
- Intent
commercial
- Slug
collaboration-proof-of-concept
- Text
Create a proof-of-concept scorecard for collaboration platforms covering adoption, search success, meeting load, workflow speed, and administration.
- Intent
commercial
- Slug
collaboration-suite-bundling
- Text
Compare workplace vendors while controlling for suite bundling, installed base, switching cost, standalone quality, and interoperability.
- Intent
commercial
- Slug
collaboration-lock-in
- Text
Which criteria expose export, identity, workflow, content-format, and commercial lock-in risk when choosing a collaboration platform?
- Intent
commercial
- Slug
collaboration-security-compliance
- Text
Compare workplace platforms on identity, encryption, external sharing, eDiscovery, retention, auditability, residency, and compliance.
- Intent
commercial
- Slug
collaboration-enterprise-shortlist
- Text
Create a shortlist of collaboration vendors for a global company modernizing communication, content, meetings, work management, and AI.
- Intent
commercial
- Slug
collaboration-suite-consolidation
- Text
When should a company consolidate email, meetings, messaging, documents, files, projects, search, and AI on one workplace suite?
- Intent
commercial
Providers
- openai
- anthropic
- gemini
Corpus Version
collaboration-productivity-platforms-2026-07-27
Leader Formula
Highest provider presence; then total deterministic alias mentions, reviewed-domain citations, and brand slug.
Empty Set Policy
Two empty provider brand sets have zero disagreement.
Leader Semantics
Leading means most consistently present among reviewed brands. It does not claim endorsement or positive sentiment.
Disagreement Formula
100 multiplied by the mean pairwise Jaccard distance among the reviewed-brand sets surfaced by configured engines.
Raw Answers Published
No
Provider Matrix Version
64232fd32583
Owned Citation Gap Formula
Leading-brand engine consensus minus leading-brand owned-citation engine coverage.
Parent Methodology Version
4-collaboration-productivity-platforms-a6b7b2657fa564c2
Owned Citation Coverage Formula
Configured engines whose answer cites the leading reviewed brand's canonical domains divided by configured engines.