Shirin Jam | AI engineering avatar

Shirin Jam | AI engineering Instagram stats

Instagram

@jam.with.ai

Profile data checked Sep 18, 2026, 4:44 PM

Report generated Sep 18, 2026, 4:44 PM Ā· Methodology

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Followers

366.9K

About this metric

Public follower count at check time.

Typical views

126.4K

About this metric

Median public views across 20 sampled posts and reels.

Typical response rate

0.85%

About this metric

Median visible interactions divided by public follower count.

Comment share

5.4%

About this metric

11.5K of 213K sampled interactions were comments.

Category scores

Out of 100

Format mix

Strong

80/100

Bio clarity

Strong

82/100

Audience response

Strong

84/100

Topic consistency

Strong

85/100

Search signals

Strong

95/100

Profile setup

Strong

100/100

Posting cadence

Strong

100/100

Caption context

Strong

100/100

Link path

Strong

100/100

Peer position

43 Instagram profiles Ā· 100K to 1M Ā· updated Oct 26, 26

Public engagement

66th percentile

66/100

Audit score

98th percentile

98/100

Bio and content

12 of 24 posts analyzed

Shirin identifies herself as an engineering manager who explains practical AI, machine learning, and data engineering in accessible, entertaining terms.

Audience

AI and ML learners, engineers, technical job seekers, and developers seeking concise explanations, tools, and career resources.

Positioning

A practical AI and ML educator translating engineering concepts into approachable tutorials, comparisons, demonstrations, and career guidance.

Bio/content match

Strong

The posts consistently deliver AI, ML, software engineering, technical career guidance, and accessible explanations matching the stated focus.

Public views on posts published in the last 30 days

17 posts in window

Posting pace

4.9/week

Last post

0d ago

Content formats

2

Account type

Professional

Highlights

0

Content patterns

View consistency

Uneven

43%

Captured sample: Median 126.4K / average 291.2K

Top vs typical

Top-heavy

18.5x

Captured sample: Highest sampled result divided by the median

Comment share

Some discussion

5%

Captured sample: 11.5K replies or comments / 213K interactions

Publishing pace

Frequent

4.9/week

Captured sample: 24 posts across the visible sample

Category details

Format mix

80/100

The captured sample is broad enough to compare format results.

  • 2 content formats found
  • 24 posts sampled

Bio clarity

82/100

Shirin identifies herself as an engineering manager who explains practical AI, machine learning, and details engineering in accessible, entertaining terms.

  • The bio promises practical AI and ML explanations.
  • It names an engineering management role across details, AI, and ML.
  • The account category is science, technology, and engineering.

Audience response

84/100

Public reactions are strong relative to the visible audience size.

  • 0.85% median public reactions per follower
  • 0.7% rough audience-size reference
  • 24 posts with public response totals sampled

Topic consistency

85/100

The posts consistently deliver AI, ML, software engineering, technical career guidance, and accessible explanations matching the stated focus.

  • Posts explain ML algorithm differences and NLP techniques.
  • Several posts cover LLM deployment, hardware, watermarking, and tooling.

Search signals

95/100

The profile and sampled content provide recurring identity and topic signals.

  • Display name and handle have limited overlap
  • Recurring topics: learning, engineering, machine
  • Category: Science, Technology & Engineering

Profile setup

100/100

The profile has strong public identity and context signals.

  • Bio found
  • Public destination found
  • Category: Science, Technology & Engineering

Posting cadence

100/100

The captured sample shows frequent, current publishing.

  • Newest visible post is 0 days old
  • 21 posts published in the 30-day window
  • 4.9 visible posts per week

Caption context

100/100

Most sampled posts provide enough visible text to establish useful context.

  • 24 of 24 posts included text
  • 24 included at least 40 characters
  • 24 included at least 120 characters

Link path

100/100

The profile provides public context and a destination beyond the platform.

  • Public destination found
  • Public description found
  • Public contact field found

Profile roast

Calling Git a path to becoming a millionaire proves your simplest explanations are aimed below sea level.

@jam.with.ai Ā· A Ā· 91/100

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