How to Analyze Instagram with Claude and Metricool (+ Prompts)

You can analyze Instagram with Claude by connecting it to Metricool, which gives Claude access to your account’s metrics, posts, and competitors. When you ask how last month went or which formats bring in new people, Claude pulls the numbers and explains in plain words what changed.

Why Analyze Instagram with Claude

Analysis is one of the fastest-growing jobs that social media professionals hand to AI. The share who use AI to analyze metrics jumped from 32% to 59% in a single year.

Numbers on their own only tell you what happened. A chat works more like a colleague who knows your account. You ask why reach dropped, Claude points to the posts behind it, and you ask what to try next. Analysis prompts only read your Metricool data, so you can ask as many follow-up questions as you like and your account stays as it is.

Analyzing Instagram in Claude works best for people who want:

• To Report to Clients Faster: Freelancers and agencies can turn a month of data into a client summary in one conversation.
• To Show Leadership What’s Working: In-house managers can answer “Is Instagram working for us?” with numbers and the posts behind them.
• To Decide What to Post Next: Business owners and creators can see which formats and topics bring results, explained in plain words.
• To Understand What a Metric Means: Anyone new to analytics can ask Claude to explain a number, like view rate or engagement, using their own account as the example.

What You Need Before You Start

The setup is the same one that you’d use to schedule posts with Claude, plus one extra step if you want to compare accounts:

• Your Instagram Account in Metricool: A business or creator account connected to one of your Metricool brands.
• The Metricool Connector in Claude: You add it from Customize > Connectors in Claude, and the setup takes a few clicks.
• Competitors in Metricool: If you want to compare accounts, add them in the Competitors section of Metricool first so that Metricool can start collecting their public data.

The connector works on every Metricool plan, including Free, and your plan’s limits still apply.

Prompts to Analyze Instagram with Claude

Each of these prompts works as written once you swap in your brand name and dates. Claude reads captions as well as numbers, so it can spot patterns in topics, hooks, and calls to action alongside the metrics.

Get a Quick Read on Your Account

A monthly summary shows if the account is moving in the right direction. Metricool counts followers gained and followers lost as two numbers, so Claude can tell you if growth came from new people or from fewer unfollows.

“Summarize how [brand name]’s Instagram did last month: followers gained and lost, reach, views, and engagement. Compare it with the month before and tell me what probably caused the biggest changes.”

For a seasonal business, a year-over-year comparison gives a fairer picture, since both periods share the same season:

“Compare [brand name]’s Instagram results this December with last December, and tell me what’s different.”

Find Your Best Posts and Formats

Each format does a different job, so it helps to judge each one on its own terms. Carousels get nine times more saves than single-image posts, which makes saves a better yardstick for a carousel than reach.

“Compare my Reels, carousels, and single-image posts on Instagram over the last three months by reach, saves, shares, and engagement. Then list the five posts with the most shares and tell me what they have in common.”

If you promote some posts with ads, ask Claude to separate organic and paid results so that the comparison stays fair.

Look Closer at Your Reels

Beyond views, Metricool tracks average watch time for Reels, how much of each Reel people watch, and how many viewers stay past the first three seconds. People are watching Reels for longer and sharing them more. Average watch time per Reel more than doubled in a year, to 8.5 seconds, and Reel shares grew 67%, faster than on any other format. That makes watch time and shares the first numbers to check on a Reel.

“Look at my Instagram Reels from the last two months. Which ones held attention longest, and which lost viewers in the first three seconds? Compare their opening lines and tell me what the best ones do differently.”

Check How Your Stories Perform

Stories have their own metrics in Metricool: reach, replies, exits, and taps forward and back. Replies point to the Stories that start conversations, and taps back show that someone wanted another look. Exits show the point in a sequence where people moved on.

“Review [brand name]’s Instagram Stories from the last two weeks. Which ones got the most replies, and where in each sequence did people exit? What do the Stories with replies have in common?”

Understand Who Your Content Reaches

Metricool splits your reach between followers and non-followers, and it breaks your audience down by country, city, age, and gender. That split shows which formats bring in new people. Instagram pushes Reels to new audiences, and as a result Reels reach 29% more people than carousels.

“How much of [brand name]’s Instagram reach last month came from non-followers, and which formats brought in the most new people? Then tell me which countries and age groups make up most of my followers.”

Compare Yourself with Competitors

Claude can work with any competitor that you track in Metricool. It sees their follower counts, how often they publish feed posts and Reels, and the engagement of each post. Metricool measures their engagement per 1,000 followers, so a smaller competitor with a loyal audience can still come out ahead.

“Compare [brand name]’s Instagram with the competitors I track in Metricool over the last three months: followers, how often they post feed posts and Reels, and engagement. Then show me each competitor’s best post and what made it work.”

Turn the Analysis into a Report

Once the analysis is done, Claude can turn it into a summary for a client or a manager in the same chat. Ask for the format that you need, like a one-page summary or an interactive chart. If you ask Claude to explain each change in one sentence, the report answers the question that every client asks next, which is why it happened.

“Create a one-page report of [brand name]’s Instagram results for October for my client. Include the main numbers, three takeaways, and recommendations for November, written in plain language.”

Tips for Getting Better Answers from Claude

Clear prompts get clear answers, and some habits make Claude’s analysis more reliable:

• Name the Brand and the Dates: Claude looks at the brand and dates that you give it, so “last 30 days” or “March vs. February” gets a sharper answer than “recently.”
• Wait Three Days Before Judging a Post: Posts get most of their views in the first three days, 65% for Reels and 76% for feed posts. Compare posts once they’re at least three days old.
• Ask Why, Then Ask What Next: Claude’s explanations are a reading of the data, so check them against what you know about the account, like a holiday or a paused campaign.
• Confirm Figures Before You Share Them: Before a number goes into a client report, open Metricool and confirm it, the same way that you’d double-check any report before sending it.
• Act on It in the Same Chat: When the analysis points to a change, like posting more carousels, you can plan and schedule those posts without leaving the conversation.

How to Benchmark Your Instagram Account with Claude

Your own history shows your trend, and competitors show a handful of peers. For a wider comparison, Metricool’s free Instagram Benchmarking Skill for Claude pulls your Instagram data and compares it against 375,000 accounts.

That comparison answers the question that raw numbers leave open. The same engagement rate can be strong for a small account and below average for a large one. That’s why the skill scores you against accounts in your follower tier. The report covers:

• Reach and Views by Format: You see how each format performs compared with similar accounts.
• Engagement Rate: Your rate is measured against the average for your follower tier.
• Publishing Consistency: The report checks how often you post and how steady your schedule is.
• Recommendations: You get personalized suggestions based on your own data.

Once you have the score, you can keep asking Claude questions and compare your account with others in your niche.

Turn Your Instagram Data into Next Steps

With Metricool connected, Claude works through your Instagram data with you, from a quick monthly summary to a full comparison with competitors and accounts your size. Analysis prompts don’t change anything in your account, so you can keep asking until the reasons behind your numbers are clear.

Start with the monthly summary to see where your account stands. Then move on to the prompts that fit your goal, whether that’s a client report, an update for leadership, or next month’s content plan. When the data points to a change, you can plan and schedule the next posts in the same chat.