N.18

·

Infrastructure

·

7 min read

Choosing a model per task, not per company

Kofi Mensah, Automation engineer at Operand

Kofi Mensah

Automation engineer

Model choice per step

FIG. N.18 — Model choice per step

Field note

Number

N.18

Category

Infrastructure

Read time

7 min read

Author

Kofi Mensah

There is no best model, only the best model for a step. Classification, extraction and writing have very different needs.

01 — Test on your cases

We replay 200 of your real cases against each candidate and pick on accuracy first, then speed, then cost.

02 — Swap without rebuilding

Because every step has a spec and a test suite, changing a model is a one-line change with a report attached.

Let’s draw your
first agent.

Book a free 45-minute survey. You’ll leave with a process map and a costed plan — whether you build with us or not.

Let’s draw your
first agent.

Book a free 45-minute survey. You’ll leave with a process map and a costed plan — whether you build with us or not.

Let’s draw your
first agent.

Book a free 45-minute survey. You’ll leave with a process map and a costed plan — whether you build with us or not.

Let’s draw your
first agent.

Book a free 45-minute survey. You’ll leave with a process map and a costed plan — whether you build with us or not.

Studio

Operand

AI agents, engineered like infrastructure.

Field notes — monthly

One teardown of a real automation, every month.

Drawn by Operand Studio

Scale 1 : 1

Rev. 2026-09

Sheet 10 / 10

© 2026

Studio

Operand

AI agents, engineered like infrastructure.

Field notes — monthly

One teardown of a real automation, every month.

Drawn by Operand Studio

Scale 1 : 1

Rev. 2026-09

Sheet 10 / 10

© 2026

Studio

Operand

AI agents, engineered like infrastructure.

Field notes — monthly

Drawn by Operand Studio

© 2026

Studio

Operand

AI agents, engineered like infrastructure.

Field notes — monthly

Drawn by Operand Studio

© 2026

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