Leaderboard

All MPP services, ranked by quality. Tested via real payments on Tempo. Updated weekly. New services tested on discovery.

How scores work

All scores are out of 100. Only services with at least 1 successful paid test are rated.

Overall — weighted composite
Accuracy (40%) — output quality
Reliability (30%) — % requests succeeded
Latency (20%) — speed (100=<1s, 0=>30s)
Cost Eff. (10%) — quality per dollar spent via MPP
AllTravelDataInfrastructureAISearchMediaCommunicationBlockchain

Rated (4)

1
Google GeminiAI

High accuracy (100%) — responses consistently matched expected behavior. Very reliable — 10/10 requests got a response. Median response time: 2167ms (p95: 8183ms).

Acc
100
Rel
100
Lat
96
Cost
100
99.2
2
AnthropicAI

High accuracy (93%) — responses consistently matched expected behavior. Very reliable — 10/10 requests got a response. Median response time: 672ms (p95: 1494ms).

Acc
93
Rel
100
Lat
100
Cost
100
97.2
3
OpenRouterAI

High accuracy (93%) — responses consistently matched expected behavior. Very reliable — 10/10 requests got a response. Median response time: 655ms (p95: 1372ms).

Acc
93
Rel
100
Lat
100
Cost
100
97.2
4
OpenAIAI

High accuracy (93%) — responses consistently matched expected behavior. Very reliable — 10/10 requests got a response. Median response time: 875ms (p95: 2251ms).

Acc
93
Rel
100
Lat
92
Cost
100
95.6

4 of 4 services rated. Tests run via real MPP payments on Tempo.