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GPT-4

App Service · AI assistants & models · 47 mentions · 2 subreddits · discussed in r/PromptEngineering, r/AzureCertification

Reddit take

AI summary of the Reddit excerpts below — not a quote

GPT-4 and its variant GPT-4o are highly regarded by Reddit users for their strong reasoning, creative content strategy, and technical summarization capabilities. It is frequently used as a primary tool for complex prompt engineering and image-to-text tasks. However, users report significant tradeoffs, including a noticeable factual error rate, inconsistent performance with large datasets like CSVs, and non-deterministic outputs that can vary between sessions.

Pros

  • Strong reasoning and technical summarization capabilities
  • Excellent for creative content strategy and market research
  • Cost-effective for image-to-text and description tasks compared to specialized vision tools
  • Broad instruction-following and effective at identifying bugs in code snippets

Cons

  • High reported factual error rates in some user testing
  • Struggles with large datasets, particularly CSVs with 50+ rows or iterative row-based tasks
  • Non-deterministic outputs mean the same input can yield different results
  • Potential for data truncation where information is summarized prematurely regardless of context window

Caveats

  • Prompts optimized specifically for GPT-4 often do not transfer well to other models like Claude
  • Adding personas to prompts can sometimes derail reasoning or add unnecessary 'fluff'
  • Power users often find it necessary to use GPT-4 in tandem with other models (like Gemini or Claude) to balance strengths

Best for

  • Reasoning-heavy tasks and logical verification
  • Creative brainstorming and market research
  • Image scanning and OCR tasks
  • Code debugging and analysis

Avoid if

  • Processing large tabular data or complex multi-task prompts
  • Factual accuracy is critical and cannot be externally verified
  • You require perfectly consistent, deterministic responses for every query

This summary uses balanced time weighting with about a 6-month half-life. The evidence is older (median age ~412 days), so confidence is medium for this fast-changing app_service.

Sentiment

24 positive (51%) · 13 mixed (28%) · 10 negative (21%)

Trust + time weighted score: +30% · raw score 30%

What redditors said (10 of 47)

Paste it into Claude 3.5 Sonnet, GPT-4o, or a local Llama 3 model (70b works best).
mixed · u/A****2 · r/PromptEngineering · Dec 21, 2025 · open on Reddit ↗
You can use a smaller, faster model (like Flash) to "verify" the logic of a larger model (like GPT-4o or Claude 3.5).
mixed · u/C****8 · r/PromptEngineering · Dec 16, 2025 · open on Reddit ↗
A prompt optimized for GPT-4's broad instruction-following might fail on a model optimized for safety (like Claude)
positive · u/Z****1 · r/PromptEngineering · comment · Dec 4, 2025 · open on Reddit ↗
Prompts tuned for GPT-4 don't work well with Claude
mixed · u/E****8 · r/PromptEngineering · Dec 4, 2025 · open on Reddit ↗
Your base LLM, whether it's GPT-4, Claude, or whatever open source model you're running, was trained on the entire internet.
mixed · u/G****0 · r/PromptEngineering · Dec 4, 2025 · open on Reddit ↗
If you show GPT-4 a bad snippet of code and ask, "Is this good?", it will correctly identify the bugs.
positive · u/o****s · r/PromptEngineering · Dec 3, 2025 · open on Reddit ↗
Parent context: Does it though? Reply: It’s a recursive equation. Research truncation. Around 65% down the prompt, data starts getting summarized regardless of context window. This was from 4o Prime
negative · u/T****l · r/PromptEngineering · comment · Dec 2, 2025 · open on Reddit ↗
I often have GPT-4 and Gemini open simultaneously, feeding them the same topic but assigning them different perspectives to debate each other. I just sit back, watch them fight, and curate the best points.
positive · u/N****9 · r/PromptEngineering · Dec 1, 2025 · open on Reddit ↗
you need to scan an image to read the text and get description at minimal cost. Which will you use ? * Not Vision or Custom Vision. Its GPT-4
positive · u/a****r · r/AzureCertification · Nov 23, 2025 · open on Reddit ↗
I’m currently an IT undergrad, and I was getting frustrated with how inconsistent GPT-4 can be with complex tasks.
negative · u/g****v · r/PromptEngineering · Nov 21, 2025 · open on Reddit ↗

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