1. Summary Table (Concise Overview)

App Name	Overall Sentiment	Key Positive Themes	Key Negative Themes	SWOT Summary
Instagram	Neutral	- Connection with friends/family - Good for business/marketing	- Account suspensions/bans - UI changes/layout issues - Algorithm issues	Strengths: Wide user base, versatile content formats (Reels, Stories, Feed), good for business. Weaknesses: Algorithm inconsistency, account suspension issues, frequent UI changes, intrusive ads. Opportunities: Improve customer support, refine algorithm, offer more user customization options. Threats: Competition from other platforms (TikTok), user dissatisfaction with algorithm and ads, AI moderation errors.
Snapchat	Neutral	- Connecting with friends - Fun filters/lenses	- Forced ads - Memories storage cost - Account bans	Strengths: Strong focus on ephemeral content, fun filters and lenses. Weaknesses: Overwhelming ads, new memories storage costs, account bans. Opportunities: Improve ad targeting, provide more affordable storage options, improve customer support. Threats: Competition from other platforms (TikTok), user backlash over storage costs, concerns about predatory behavior.

2. Overall Sentiment Analysis

Instagram:

• Overall Sentiment: Neutral
• Sentiment Breakdown:
  • Positive: ~45%
  • Neutral: ~10%
  • Negative: ~45%

Snapchat:

• Overall Sentiment: Neutral
• Sentiment Breakdown:
  • Positive: ~50%
  • Neutral: ~5%
  • Negative: ~45%

Methodology: The sentiment analysis was performed using a lexicon-based approach combined with manual review. Keywords and phrases in the reviews were identified and assigned sentiment scores based on a pre-defined sentiment lexicon. Then, the sentiment of the review was manually adjusted to account for context and negation.

3. Feature-Specific Analysis

User Interface (UI) & UX

Instagram:

• Key Themes:
  • Negative: Frequent UI changes are frustrating and disrupt muscle memory. Users dislike the new layout with DMs at the bottom.
  • Positive: Some users find the app easy to use for business growth.
• Sentiment Distribution:
  • Positive: 15%
  • Negative: 85%
• Example Review Snippets:
  • "Moving around the app interface people have been accustomed to for years what a horrible idea. I find navigating this app miserable"
  • "They changed THE ENTIRE LAYOUT OF INSTA I am not for it at all I even went out of my way to avoid the update because no one likes it"

Snapchat:

• Key Themes:
  • Negative: Cluttered interface, forced features (AI), unwanted ads, and the opening of the camera is not changeable.
  • Positive: Easy to use.
• Sentiment Distribution:
  • Positive: 30%
  • Negative: 70%
• Example Review Snippets:
  • "No way to change the app opening to selfie camera. It wasn’t like this before."
  • "the whole interface is gross now. you can’t swipe everywhere like you used to, it’s literally an action that was so inter-grained into the app that other social media tried to replicate it. on apple products the entire app is just awful."

Performance & Stability

Instagram:

• Key Themes:
  • Negative: App lagging, slow loading times, issues with uploading media (especially Live Photos and Portrait photos), and refresh issues.
• Sentiment Distribution:
  • Positive: 5%
  • Negative: 95%
• Example Review Snippets:
  • "Why is my ig lagging after i press fast forward on reels"
  • "Beyond glitched, single video of 12 seconds is taking an hour to post"
  • "For over one month, I have been unable to upload Live Photos or Portrait photos to Stories or Reels."

Snapchat:

• Key Themes:
  • Negative: Laggy, crashes, unable to load snaps, and the app kicks you out.
• Sentiment Distribution:
  • Positive: 5%
  • Negative: 95%
• Example Review Snippets:
  • "They don’t tackle any real issues while causing more issues i haven’t been able to stay on the app longer than 3 seconds before it kicks me out and its been like that for 3 months now without being fixed this app blows i’m just bout ready to give up on this busted app."
  • "i’ve had snap has been very very.. laggy lately. when i went out i used to be able to watch my friends snaps and story’s with no internet but now ever sense the shutdown its been pretty laggy."

Functionality & Features

Instagram:

• Key Themes:
  • Positive: Reels, Stories, and Carousels are useful for getting messages out. Good platform for creativity and connection.
  • Negative: Algorithm prioritizes reels and ads over content from followed accounts. Missing features (e.g., repost option, seeing who shares stories).
• Sentiment Distribution:
  • Positive: 60%
  • Negative: 40%
• Example Review Snippets:
  • "Reels are the reason why I use IG less or not at all. The content on there is lowering my IQ and clicking “not interested“ doesn’t help."
  • "Instagram is a great app, but it can be frustrating at times for creators when views suddenly drop or content doesn’t get pushed."
  • "Can you do an update where we can see who shares our stories like TikTok lets us see who reposts our videos etc?"

Snapchat:

• Key Themes:
  • Positive: Filters, lenses, and Bitmojis are fun and engaging. Good for chatting and sending pictures.
  • Negative: Too many ads, "My AI" is annoying, not being able to pause videos, and the lack of being able to block certain features.
• Sentiment Distribution:
  • Positive: 70%
  • Negative: 30%
• Example Review Snippets:
  • "Adding them inbetween stories was annoying. Adding them in the messages side is over the line"
  • "Just wondering, are we gonna get more mid-length hairstyles or just more options in general?"
  • "Snapchat is amazing spotlights are funny and you can communicate with friends. Funny filters and so many more amazing things!"

Pricing & Value

Instagram:

• Key Themes:
  • Negative: Too many ads.
• Sentiment Distribution:
  • Positive: 10%
  • Negative: 90%
• Example Review Snippets:
  • "This app is trash, nobody wants to see adds all day and people they don’t follow on their initial timeline. That’s what the discover tab is for."
  • "Am I going to continue using this app? Unfortunately yes, but the experience has been completely ruined. Every other tap within the Stories feature goes to an ad (or 2, 3, or even 4) and this is NOT an exaggeration."

Snapchat:

• Key Themes:
  • Negative: Having to pay for memories storage and everything on the app is too expensive.
• Sentiment Distribution:
  • Positive: 5%
  • Negative: 95%
• Example Review Snippets:
  • "Almost half of the people who have Snapchat downloaded is because of their memories, now that has to paid for well if it’s more then 5gb. I’d rather delete and not use the app than pay for storage. Don’t waste your money on getting storage on Snapchat just get it for your actual phone."
  • "Charging for the snapchat app that's BEEN free is crazy, this is what made the app so special since the beginning. No thanks!"
  • "Honestly considering canceling my + membership because of the ads that are now appearing at the top of my chat feed. I don’t mind the ads that are between videos and reels and whatnot but asking me to pay $15 A MONTH just to remove ads from the top of my chat feed is ABSURD. I already pay for this app. Get the ads off the top of my chat feed, I’m begging you or I will probably cancel my paid subscription soon."

Customer Support

Instagram:

• Key Themes:
  • Negative: Lack of customer support, especially regarding account suspensions. Difficult to get accounts back.
• Sentiment Distribution:
  • Positive: 0%
  • Negative: 100%
• Example Review Snippets:
  • "A bunch of my accounts got suspended for a very weird allegations when my account was very pg and it was JUST a fan account I even made it known that the photos weren't mine, I really found happiness and joy in that account and I would really love for me to get my account back I've been using insta for years now every since I was a child getting my account monitored by a parent and me getting my accounts suspended for absolutely no reason,I genuinely feel like suing especially for the allegations the system accused me of this is very disheartening and it's happening way too much between users,we don't deserve this at all it's very unfair, I never posted cse, and you guys aren't even answering which is unbelievable, how are we gonna be able to socilazie and you keep banning and suspendeding these innocent people please approve your app and fix this."
  • "Instagram/Meta has suspended my account for seemingly no reason. I adhered to their rules and guidelines completely. They have suspended 8-9 of my accounts. I have made every effort to recover my main account, but I find myself trapped on the appeal page. It indicated that the review of my account would take, one day! However, they never followed through. Furthermore, regarding the app itself, I attempted to log into my account. I made an effort; yet, it consistently displays "incorrect password" even though the password I created was indeed the correct one when I accessed my account on Safari."

Snapchat:

• Key Themes:
  • Negative: Lack of human support and getting generic responses.
• Sentiment Distribution:
  • Positive: 0%
  • Negative: 100%
• Example Review Snippets:
  • "I wrote to Snapchat support through email as well as through Twitter about an issue that I had with a Snap Streak that I’ve had for 5 years. Each time just received automated and/or copy and paste responses and you could just tell it wasn’t really a person trying to help you."
  • "I recently created a snapchat account which i had for about 3 months. i had NEVER once posted onto my story and definitely not violated any community guidelines. i had less than 10 people added so now i guess i can never use snapchat again? i don’t understand why their wouldn’t be a warning first or nothing at all, as i didn’t violate anything. there’s no way for me to appeal and they quite literally have non existent customer support."

[Category-Specific Feature]: Filters (Snapchat)

Snapchat:

• Key Themes:
  • Positive: Filters are fun and good quality.
  • Negative: Sounds automatically appear with filters.
• Sentiment Distribution:
  • Positive: 80%
  • Negative: 20%
• Example Review Snippets:
  • "Snapchat is my fav app personally but lately its been boring because of the sounds that appears automatically with filters which is annoying"
  • "I love this app and how I can communicate with my friends! The filters are funny and good quality"

4. Thematic Analysis (Beyond Features)

1. Account Bans/Suspensions (Both Apps): Users are frequently getting banned for no apparent reason and are unable to recover their accounts due to poor customer service.

   • Example (Instagram): "They keep banning me"
   • Example (Snapchat): "I get on Snapchat and I got banned yet I didn’t do anything bad I didn’t do any thing wrong I just wanted to get on Snapchat"

2. Algorithm Issues (Instagram): Users express frustration with the algorithm showing content from days/weeks ago, prioritizing ads, and pushing Reels over content from followed accounts.

   • Example: "What used to be a great way to follow my friends has now turned into yet another endless feed of AI slop and promoted content."

3. Forced Updates/Features (Both Apps): Users dislike being forced to update and having new features pushed onto them without their consent (e.g., new UI, AI features).

   • Example (Instagram): "Hate the new updates, location setting the swiping ? Like stop changing it.‘I use to enjoy being on Instagram I dislike the new feature so much"
   • Example (Snapchat): "Stop forcing features on us that are annoying. No one wanted AI, no one wanted Snapchat+. AND ABSOLUTELY NOBODY WANTED YOU TO AUTOMATICALLY ADD MUSIC I DONT EVEN LISTEN TO TO EVERY PHOTO THAT I TAKE. You have ruined a good app and do nothing to fix problems with the consumer. Capitalistic and greedy to say the least."

4. Memories (Snapchat): Users are upset about Snapchat's decision to charge for storage, as they have relied on the free storage for years to save their memories.

   • Example: "I have pictures and videos saved from over 10 years ago that are the sole reason why I still even have this app. Charging consumers to KEEP and ACCESS their pictures and videos is outrageous."

5. Ads (Snapchat): Users are annoyed by the increasing number of ads, which they find intrusive and disruptive.

   • Example: "Snapchat became so annoying and filled with many stupid brain rot ads! such a sad ending for an app that once had potential"

6. Lack of Customization (Both Apps): Users desire more control over their feeds and features.

   • Example (Instagram): "Stop limiting what we are trying to post. I’m not using vulgarity. Just facts. To much Big Brother."

• Example (Snapchat): "Why did they make the notifications impossible to personalize? I’d love to get notifications from my friends, however, I have to mute them because Snapchat wants to tell me “hAWk TuAh LeAKeD!?!” 12 times a day."

7. Appeals (Both Apps): The app has no way to appeal a ban on the account.
   • Example (Instagram): "This is the third time this week where I’m unable to take a pic and post it. Please check this out. Thanks."

• Example (Snapchat): "I hate Snapchat I was reported and my account is locked I don’t get it back"

8. Bitmojis (Snapchat): Users are upset that they have to pay for the trending clothes and to style them.
   • Example (Snapchat): "Got Snapchat since I was in middle school and I’m now 18. To me it’s always been a fun app where I can meet new people and keep a lot of memories while having fun updating my Bitmoji. Snapchat plus coming out wasn’t a big deal since I didn’t plan on paying for it anyway but now almost any clothes or anything to update my Bitmoji cost money and I’m fully aware about the storage update in December where you’ll have to pay to keep your memories if you have a lot."

5. Competitive SWOT Analysis

Instagram:

SWOT Category	Summary (Concise Bullet Points)
Strengths	- Large user base, versatile content formats, strong for business/marketing.
Weaknesses	- Algorithm inconsistency, intrusive ads, frequent UI changes, account suspension issues, lack of customer support.
Opportunities	- Improve algorithm transparency and customization, enhance customer support, explore new content formats.
Threats	- Competition from TikTok, user dissatisfaction with algorithm/ads, privacy concerns, AI moderation errors, regulatory scrutiny.

Snapchat:

SWOT Category	Summary (Concise Bullet Points)
Strengths	- Strong focus on ephemeral content, popular filters/lenses, good for quick communication.
Weaknesses	- Overwhelming ads, new memories storage costs, account bans, limited monetization options for creators, lack of customer support.
Opportunities	- Improve ad targeting, provide more affordable storage options, enhance customer support, explore new features for creators.
Threats	- Competition from TikTok and Instagram, user backlash over storage costs, concerns about predatory behavior, privacy concerns, reliance on younger demographics, potential for feature cloning.

6. Competitive Differentiation

Instagram:

• Competitive Edge: Versatility in content formats (Reels, Stories, Feed) makes it suitable for a wider range of users and purposes (personal, business, marketing). Larger user base provides greater reach.
• Vulnerability: Algorithm changes and intrusive ads are driving users away. Account suspension issues create distrust.

Snapchat:

• Competitive Edge: Strong focus on ephemeral content and fun filters provides a unique and engaging experience for quick communication.
• Vulnerability: Recent decision to charge for memory storage is a major point of weakness. Over-reliance on younger demographics makes it vulnerable to shifts in trends.

7. Actionable Insights & Recommendations

Instagram:

• Product Improvements (Prioritized):

  1. Algorithm Refinement: Allow users to customize their feed (e.g., chronological order, prioritize content from friends).
  2. Improve Customer Support: Provide a clear channel for users to appeal account suspensions and receive timely responses.
  3. Reduce Ad Intrusiveness: Implement less disruptive ad formats and allow users to control ad frequency.

• Marketing Strategies:

  • Highlight commitment to user control and transparency in algorithm.
  • Emphasize the platform's versatility and value for businesses.

• Competitive Positioning:

  • Position Instagram as a more mature and versatile platform compared to TikTok.

Snapchat:

• Product Improvements (Prioritized):

  1. Reconsider Memories Storage Costs: Explore alternative monetization strategies that don't penalize long-time users.
  2. Reduce Ad Intrusiveness: Implement less disruptive ad formats and improve ad targeting.
  3. Improve Customer Support: Provide a more responsive and helpful customer support system.

• Marketing Strategies:

  • Highlight the platform's focus on ephemeral content and fun, engaging features.
  • Emphasize privacy and security features.

• Competitive Positioning:

  • Position Snapchat as a more private and playful alternative to Instagram.

8. Conclusion

Both Instagram and Snapchat are facing significant challenges related to user satisfaction, algorithm changes, and monetization strategies. Instagram's algorithm and account suspension issues are major points of concern, while Snapchat's decision to charge for memory storage has sparked widespread outrage. Both platforms need to prioritize improving customer support and providing users with more control over their experience to retain their user base and remain competitive. The product strategy should focus on improving user experience and not just on revenue generation.