Topic: “Federated Learning Framework”
19/20 queries visible
Last checked February 23, 2026
Cited in 19/20 queries (weighted score: 11.8)
Target MentionedCited in 11/20 queries (weighted score: 7.0)
Not FoundCited in 8/20 queries (weighted score: 2.8)
Not FoundCited in 5/20 queries (weighted score: 2.8)
Not FoundCited in 3/20 queries (weighted score: 2.5)
Not FoundCited in 2/20 queries (weighted score: 1.0)
Not FoundCited in 1/20 queries (weighted score: 0.8)
Not FoundCited in 1/20 queries (weighted score: 0.3)
Not FoundCited in 1/20 queries (weighted score: 0.3)
Not FoundKey Findings
- flower.ai appears in 19/20 AI queries for "Federated Learning Framework"
- Average citation position: #1.9 (across 19 queries)
- Top competitors by AI visibility: NVIDIA FLARE (11/20), TensorFlow Federated (6/20), FedML (5/20)