Best expense management software

We asked 10 models: The best expense management and corporate card software. Each named its own top 10.

Asked 4 ways: List request · Buyer asking for advice · Search query · Worth paying for?. Share of voice pools every wording.

Agreement between models
77%
Same model, run twice
87%
Different picks
22

When agreement between models is well below a model's agreement with itself, the split reflects real differences in taste rather than randomness.

The consensus

Each cell is the position that model gave the pick; blank means it left the pick off. Click a row for each model's reasoning.

#PickScoreListed byClaude Haiku 5.5GPT-6 LunaGemini 4 ArgonQwen 3.8 FlashDeepSeek V4 ProGLM-5.3Kimi K3MiniMax M3Mistral Large 4Nemotron 3 Ultra

7 lower-scoring picks are not shown; every ballot below lists them in full.

Most divisive

Picks most models listed, at very different positions

Hot takes

Picks that appear on only one ballot

Every ballot

Hover a pick to find it on the other ballots. Marked picks appear on no other ballot.

Claude Haiku 5.5

  1. Ramp
  2. Brex
  3. Expensify
  4. BILL
  5. Emburse
  6. Navan
  7. SAP Concur
  8. Spendesk
  9. Soldo
  10. Center

85% with consensus · 93% self-consistent

GPT-6 Luna

  1. Ramp
  2. Brex
  3. Navan
  4. Airbase
  5. Expensify
  6. SAP Concur
  7. BILL
  8. Pleo
  9. Spendesk
  10. Emburse

90% with consensus · 88% self-consistent

Gemini 4 Argon

  1. Ramp
  2. Brex
  3. Navan
  4. Airbase
  5. Expensify
  6. Spendesk
  7. SAP Concur
  8. Rippling
  9. BILL
  10. Pleo

85% with consensus · 94% self-consistent

Qwen 3.8 Flash

  1. Ramp
  2. Brex
  3. Expensify
  4. SAP Concur
  5. Navan
  6. Zoho Expense
  7. BILL
  8. Pleo
  9. Coupa
  10. PLEDGE

90% with consensus · 91% self-consistent

DeepSeek V4 Pro

  1. Ramp
  2. Brex
  3. BILL
  4. Expensify
  5. Airbase
  6. SAP Concur
  7. Mesh Payments
  8. Zoho Expense
  9. Emburse Certify
  10. Navan

81% with consensus · 90% self-consistent

GLM-5.3

  1. Ramp
  2. Brex
  3. Airbase
  4. SAP Concur
  5. Expensify
  6. Navan
  7. BILL
  8. Coupa
  9. Emburse
  10. Rydoo

85% with consensus · 87% self-consistent

Kimi K3

  1. Ramp
  2. Brex
  3. SAP Concur
  4. Expensify
  5. Navan
  6. Airbase
  7. BILL
  8. Pleo
  9. Spendesk
  10. Emburse

92% with consensus · 89% self-consistent

MiniMax M3

  1. Brex
  2. Ramp
  3. Expensify
  4. Carta
  5. BILL
  6. SAP Concur
  7. Navan
  8. Airbase
  9. Coupa
  10. Pleo

70% with consensus · 76% self-consistent

Mistral Large 4

  1. Ramp
  2. Brex
  3. Expensify
  4. Navan
  5. Airbase
  6. BILL
  7. Pleo
  8. SAP Concur
  9. Mercury
  10. Spendesk

94% with consensus · 85% self-consistent

Nemotron 3 Ultra

  1. Ramp
  2. Brex
  3. Expensify
  4. Navan
  5. Airbase
  6. SAP Concur
  7. BILL
  8. Emburse
  9. Coupa
  10. Payhawk

95% with consensus · 79% self-consistent

Who agrees with whom

Overlap between two models' lists, weighted toward the top · 100 means identical · Color runs from 60 (lightest) to 94 (darkest)

Claude Haiku 5.5GPT-6 LunaGemini 4 ArgonQwen 3.8 FlashDeepSeek V4 ProGLM-5.3Kimi K3MiniMax M3Mistral Large 4Nemotron 3 Ultra
Claude Haiku 5.5787683807780698485
GPT-6 Luna789481808888638990
Gemini 4 Argon769476768382608585
Qwen 3.8 Flash838176788389698687
DeepSeek V4 Pro808076788081668183
GLM-5.3778883838088648187
Kimi K3808882898188668788
MiniMax M3696360696664666971
Mistral Large 4848985868181876993
Nemotron 3 Ultra859085878387887193