Feature / Area	FundFit 2.0 (Streamlyne)	SPiN	Pivot-RP	Atom Grants	Academic Analytics
Institution Level Subscription	✅	✅	✅	✅	✅
Natural Language Search	✅	❌	✅	✅	Partial
ORCID Integration	✅	❌	✅	❌	❌
Transparent AI Reasoning	✅	❌	❌	❌	❌
Real Time Team Insights	✅	❌	❌	❌	❌
Option to Train on Proposal Data	✅	❌	❌	❌	❌
Slack Integration	✅	❌	❌	❌	❌
Teams Integration	✅	❌	❌	❌	❌
Researcher Level Subscriptions	✅	❌	❌	❌	❌
Funder Participation	✅	❌	❌	❌	❌