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Fast or Smart: which model for which task

Use Fast for edits, searches, summaries and routine fixes. It answers sooner, so a task spends fewer of your AI hours. Use Smart when the task needs a plan: a feature across many files, a bug you cannot find, a review before you merge.

Take Fast if
you know what has to change and want it done quickly, or you run many small jobs a day.
Take Smart if
the agent has to work out what to do, and a right first answer matters more than the minutes.

Side by side

FastSmartPremium models
Best forEdits, searches, summaries, routine fixesFeatures across many files, hard bugs, reviews, plansWork that needs the strongest Claude or GPT model
Score on the Artificial Analysis Intelligence Index4246Claude Opus 5.5: 58
Writing speed66 tokens a second47 tokens a secondDepends on the model
First text after2.7 s4.1 sDepends on the model
Our test, 8 agent tasks5 done, 3 done in part, in 28 minutes8 done, in 116 minutesNot in the test
Paid fromUno AI hoursUno AI hoursA monthly credit or a top-up, per token
On Pro+AI, after 45 full-speed hoursKeeps going at standard speedOnly within the full-speed hoursCredit, then top-up
Today: Fast is GLM-5.3 Flash, Smart is MiMo v2.6 Pro. Scores and speeds are for those models, from Artificial Analysis on 16 October 2026. Our test ran in September 2026. The models behind Fast and Smart can change.

Minutes to work through the same agent tasks

Our test: 8 coding tasks, run by the same agent with each model. Fewer minutes means fewer AI hours spent.

Fast
28
Smart
116
050100150
Show as a table
OptionminutesShape
Fast285 of 8 done fully, the rest in part
Smart1168 of 8 done fully

Pick by task

A simple rule: if you could write the steps yourself, give them to Fast. If you want the agent to find the steps, ask Smart.

TaskModel
Rename a function across a projectFast
Write tests for a module you describeFast
Summarise a log, a document or a threadFast
Fix a build that fails with a clear errorFast
Add a feature that touches many filesSmart
Find a bug that shows up only sometimesSmart
Review a pull request before you mergeSmart
Move a project to a new frameworkSmart writes the plan, Fast does the steps

How the choice spends your hours

Uno AI counts the minutes the AI is working, not the tokens. Both models spend hours at the same rate, so the one that finishes sooner spends less. In our test Fast went through the tasks in about a quarter of the time Smart took, but finished fewer of them fully.

The same tasks: Fast works for a short time and spends few AI minutes; Smart works about four times longer and spends more minutes, but finishes every task Same tasks, same agent Fast 28 min 5 of 8 done fully Smart 116 min 8 of 8 done Only these minutes count toward your Uno AI hours
Our test, September 2026. A minute counts once, however many chats work in it.

On Pro+AI the difference grows after the 45 full-speed hours: only Fast keeps going. On Max+AI both run with no end. On Small+AI and Plus+AI both stop when the hours end. The honest limits, plan by plan.

Switch per task

In a tool that lets you pick a model, choose it for each chat. Through the API, set the model to uno/fast or uno/smart. A good habit: plan with Smart, then hand the steps to Fast.

# the plan: Smart
$ curl https://console.uno.place/v1/chat/completions \
    -H "Authorization: Bearer $UNO_API_KEY" \
    -H "Content-Type: application/json" \
    -d '{"model": "uno/smart",
         "messages": [{"role": "user", "content": "Plan the move"}]}'

# the steps: Fast
$ curl https://console.uno.place/v1/chat/completions \
    -H "Authorization: Bearer $UNO_API_KEY" \
    -H "Content-Type: application/json" \
    -d '{"model": "uno/fast",
         "messages": [{"role": "user", "content": "Do step 1"}]}'

Where Fast and Smart fall short

  • Both score below the strongest Claude models on the same index: Claude Opus 5.5 has 58, Claude Sonnet 5.5 has 56. For the hardest work, use a premium model or your own Claude or ChatGPT plan.
  • Fast finished 5 of 8 tasks fully in our test. The rest needed another pass.
  • Smart starts slower: its first text comes after about 4.1 seconds.
  • The models behind Fast and Smart can change. The names above are today's.

Both models behind one key, paid in time

Uno AI writes code, builds sites and runs tasks right on your computer. Only the minutes it works count; ten chats in the same minute count as one.

Today: GLM-5.3 Flash (Fast) and MiMo v2.6 Pro (Smart). Dictation into text at no extra cost, within a daily limit.

  1. 40 hSmall + AIa month
  2. 100 hPlus + AIa month
  3. 45 h + FastPro + AIfull speed, then Fast never stops
  4. UnlimitedMax + AI100 h at full speed, then standard
Get a computer with Uno AI From $20 a month for Small + Uno AI. Or sign in with your own Claude or ChatGPT.

Pick a computer, then add Uno AI

Every plan is a real Linux computer with root. Add Uno AI to any of them and switch between Fast and Smart per task.

Small

A Telegram bot, a VPN, a small backend

$5/ month

  • 1 vCPU · 1 GB
  • 15 GB disk
  • 25 GB cloud storage
  • 5 boosts a month
Get Small

Plus

Agents that work with your laptop closed

$20/ month

  • 4 vCPU · 4 GB
  • 40 GB disk
  • 100 GB cloud storage
  • Uno Work in the cloud
Get Plus

Pro

A product in production, a second MacBook

$70/ month

  • 16 vCPU · 16 GB
  • 120 GB disk
  • 300 GB cloud storage
  • Speed of a MacBook Air M4
Get Pro

Max

A team and many agents at once

$200/ month

  • 32 vCPU · 48 GB
  • 300 GB disk
  • 1,024 GB cloud storage
  • 5 public IPv4
Get Max

Add Uno AI to any plan: 40 h of AI work a month on Small, 100 h on Plus, unlimited on Max. Today: GLM-5.3 Flash and MiMo v2.6 Pro. Or sign in with your own Claude or ChatGPT.

Next

  1. Uno AI: one key, a fast model and a smart oneOne key, a fast model and a smart one. You pay for hours of work, not tokens.
  2. Uno AI vs OpenRouter vs a Claude or ChatGPT planThree ways to pay for AI: a plan with limits, tokens, or hours of agent work.
  3. Run Claude Code on Uno AITwo variables and a model name, and Claude Code works on your Uno AI hours.

Give your agents both models

Pick a computer, add Uno AI, and choose Fast or Smart for each task.

Get your computer

Plus with Uno AI is $50 a month + VAT.