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Lesson 6 of 8 · 10 min read · Beginner → Intermediate

Everyday workflows

Five concrete workflows for writing, research, coding, data, and planning, with what each costs on the free allowance, a paid plan, and the API.

In this lesson you will

  • Run five common tasks in Grok with a repeatable prompt pattern
  • Estimate what each workflow costs per run on the API
  • Decide which workflows justify a paid plan and which stay free

The way to judge a paid plan is to list the things you would actually do with it. Below are five workflows most people end up running. For each, we give the pattern and a rough per-run API cost using catalogue prices at the time of writing, so you can see when a subscription would be cheaper.

The API arithmetic is simple. Grok 4 Fast is $0.20 per 1M input and $0.50 per 1M output. A run that reads 10,000 tokens and writes 1,000 costs about $0.0025 on Grok 4 Fast, about $0.015 on Grok 4.3, and about $0.045 on Grok 4.

1. Writing: first drafts and rewrites

Paste your notes, state the audience and length, ask for a draft, then ask for two alternative openings. Two or three turns of a few thousand tokens each. On the free allowance this is a handful of messages; on the API it is well under a cent on Grok 4 Fast. Writing rarely needs a bigger model until the stakes are high.

2. Research: what is being said right now

This is where Grok's X integration earns its keep. Ask for the main positions people are taking on a topic in the last day, with example posts. Then, in a fresh chat with X search off, ask for a neutral summary of the underlying facts. Two chats keep the noise and the analysis separate.

Research workflow: live X scan, then grounded synthesis1Scan Xsearch on, Grok 4 Fast2Collect postsask for sources3New chatsearch off4SynthesiseGrok 4.3 if needed5Verifycheck claims yourself
Figure 1.Split live scanning from analysis. The scan is cheap on the fast tier; the synthesis step is where a mid-tier model sometimes pays for itself.

3. Coding: explain, fix, extend

Paste the failing function and the error, ask for the cause and a minimal fix. For larger jobs, the API's big context windows let you load whole modules; Grok 4.20 lists 2,000,000 tokens in our catalogue. Start on Grok Build 0.1 at $1 input and $2 output, and move to Grok 4.6 if it gets stuck. A 50,000-token repo read with a 2,000-token answer is about $0.054 on Grok Build 0.1.

4. Data: clean, extract, classify

Give Grok a CSV excerpt or a batch of messages and ask for structured output: JSON with named fields. This is pure volume work and it belongs on Grok 4 Fast. Classifying 1,000 short reviews at around 100 tokens each, with 20 output tokens per review, costs roughly $0.03 in total. A paid plan makes no sense for this; the API does.

5. Planning: turning a goal into a schedule

Describe the goal, the deadline, the hours you have, and the constraints. Ask for a week-by-week plan as a table, then for the three most likely reasons it slips. This is a few thousand tokens and works fine on the free allowance or the fast tier.

Rough cost per run at catalogue prices (at the time of writing)
WorkflowTokens in / outGrok 4 FastGrok 4.3Free allowance?
Writing draft3,000 / 1,000$0.0011$0.0063Yes
Research (2 chats)8,000 / 1,500$0.0024$0.0138Yes, uses several messages
Coding (module read)50,000 / 2,000$0.011$0.0675Usually too large
Data (1,000 reviews)100,000 / 20,000$0.03$0.175No, API job
Planning2,000 / 1,500$0.0012$0.0063Yes

Knowledge check

Which workflow is the clearest case for the API over a subscription?

Lesson FAQ

Can Grok read files in the app?

The consumer app supports attachments, though the exact types change with updates. For large files or many files, the API with a big-context model is more predictable.

Is Grok good for coding?

Grok Build 0.1 is the coding-oriented model in our catalogue, and the large context windows help with whole-repo questions. Compare against other options in our [best-of guides](/best).

How do I estimate my own monthly cost?

Count tokens in and out for a typical day, multiply by working days, and put the numbers into the [AI cost calculator](/calculator).

Finished reading?

Mark it done to track your progress through the course.

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