Perplexity vs ChatGPT: Which is better for eCommerce merchants?

Most merchants are already experimenting with AI tools in some part of their workflow, whether it’s drafting product descriptions or running customer service chatbots. But not all AI models are built the same. As the AI landscape evolves in 2025, the comparison between Perplexity vs ChatGPT is becoming less about preference and more about purpose.

While ChatGPT continues to dominate multi-step task automation with its agent capabilities, Perplexity is gaining traction as the go-to tool for fast, cited information retrieval. For eCommerce brands that rely on research, speed, and accuracy, knowing when to use what can make a real operational difference.

Let’s explore the practical differences and what each tool does best, so you can pick the right one based on context, not hype.

Why are we comparing Perplexity vs ChatGPT?

AI adoption in eCommerce is no longer a novelty. In 2024, 61% of online retailers reported using generative AI to automate product content, improve CX, and guide purchasing decisions. But as usage matures, so do the expectations and blind trust in AI-generated output is being questioned.

A report from The Economic Times highlighted this shift in perception, following OpenAI CEO Sam Altman’s own admission that users often “blindly trust” ChatGPT responses, even when the model hallucinates facts.

Perplexity, by contrast, has leaned into transparency by surfacing citations for every answer. Its model architecture is optimized for up-to-date, factual retrieval. For merchants looking to validate supplier information, track competitor campaigns, or prepare market-entry reports, this difference matters.

And with the launch of Comet, Perplexity’s browser-based assistant brings a new way to interact with AI directly inside your workflow, without switching tabs or apps.

Perplexity vs ChatGPT: Core differences

While both tools leverage large language models to answer questions and assist with tasks, they’re designed for different purposes, and that difference matters more than ever in 2025.

Perplexity (visit website) is positioned as an AI-powered search engine. It excels at retrieving factual, cited answers from live web sources. Its interface encourages short, direct queries and gives users clickable citations for each response, minimizing hallucination risks and making it easier to fact-check. Perplexity’s Comet browser even adds an assistant layer directly into your workflow, allowing context-aware suggestions and real-time summarization of any page you’re viewing.

ChatGPT, available through OpenAI, is closer to a general-purpose AI assistant. It uses a conversational interface to help you brainstorm, write, reason through multi-step logic, and even simulate agent workflows. Especially since the release of custom GPTs and tools like the code interpreter or web browsing (on Pro accounts), ChatGPT has evolved into a personal operating system for knowledge work.

If you value speed, citation, and reliability for real-time data, Perplexity is often the better first step. But if you need creativity, continuity, and custom automation, ChatGPT can do more with your input, especially when fine-tuned.

Notably, many professionals use both tools in tandem. You might start research with Perplexity, then feed those findings into ChatGPT for writing copy or building workflows. It’s less about choosing one tool, and more about understanding where each fits.

Use cases for merchants

Both platforms can boost productivity in eCommerce, but the impact differs depending on what problem you're solving. Here's a breakdown of when merchants should choose Perplexity or ChatGPT, based on specific business scenarios.

Use Perplexity when you need real-time, trustable insights

Perplexity is ideal for search-like tasks where accuracy and timeliness are key. Its citation-first design means you can quickly vet results and trace back to original sources.

Key merchant use cases:

• Product research & launch planning
  Launching a new line? Ask Perplexity: “What are the fastest-growing wellness categories in Germany Q2 2025?” You'll get data from recent articles, industry reports, and analyst blogs, linked directly.
  
  

• Supplier & manufacturer verification
  Vetting a new partner? A query like “Is XYZ Cosmetics EU-certified?” may surface regulatory databases or credible reviews. This reduces reliance on sales claims.
  
  

• Industry & competitor monitoring
  Monitor competitor strategies: “What kind of bundles does Brand A offer in 2025?” Perplexity provides actual landing page screenshots and linked offers.
  
  

• Newsletter prep or social listening
  Quickly collect multiple cited stats or quotes for your next newsletter or campaign pitch. For example: “Best TikTok marketing trends for DTC brands 2025”.

Bonus:

With Perplexity’s Comet assistant, you can search, summarize, and fact-check without leaving your browser tab, ideal for founders or marketers juggling research and execution simultaneously.

Use ChatGPT when you want reasoning, ideation, or content creation

ChatGPT shines when you need context-aware responses or when solving multi-step tasks like writing, formatting, or logic workflows.

Key merchant use cases:

• Product page creation & bulk content writing
  Upload a list of SKUs and let a custom GPT generate product titles, meta descriptions, and body copy, all aligned to your brand tone.
  
  

• CX automation with agents
  With GPT agents and tools like Gorgias or Klaviyo integrations, you can deploy assistants that manage order tracking, handle returns, or even upsell based on user behavior.
  
  

• Data cleaning & enrichment
  Use ChatGPT to standardize tags, generate metafields, or fix formatting issues in your inventory sheets. Upload your CSV, get clean output, ready to import to Shopify.
  
  

• Email & ad campaign generation
  Brief it with a persona and product goal, and ask: “Generate a 3-email welcome flow for new customers who bought organic dog treats.” It returns subject lines, CTAs, and tone suggestions, no extra tools needed.
  
  

• Internal SOPs and training materials
  Document your processes in seconds by pasting raw notes or call transcripts. GPT transforms it into a readable SOP or onboarding checklist.

Bonus:

With ChatGPT’s custom GPTs, merchants can create tailored assistants that remember store-specific workflows, brand rules, and customer segments.

Pros and cons: Should merchants use both?

Choosing between Perplexity vs ChatGPT doesn’t always have to be a binary decision. In many eCommerce workflows, they actually complement each other. Here’s how the trade-offs play out:

Perplexity: Pros

• Always provides linked citations

• Ideal for real-time research and competitive monitoring

• Fast, minimalist interface suited for quick answers

• Comet assistant integrates directly into browser for contextual queries

Perplexity: Cons

• Less suited for creative writing or long-form content

• No memory or task chaining

• Limited personalization

• Doesn’t support file uploads or multi-step workflows

ChatGPT: Pros

• Handles multi-step reasoning, workflows, and formatting

• Custom GPTs allow full persona & tone training

• Useful for both technical and creative tasks

• Supports file uploads, code tools, and browsing (on Pro)

ChatGPT: Cons

• Can hallucinate facts, especially without browsing

• Citations need to be manually requested or verified

• Outputs vary depending on prompt clarity and plan (Free vs Pro)

If you’re planning to integrate AI deeper into your commerce workflows, it’s worth considering how they can work in tandem. For example:

• Start research in Perplexity for source-backed insights

• Feed data into ChatGPT to generate emails, copy, or campaign logic

• Use Comet to summarize competitor pages, then ask ChatGPT to create a counter-offer page

Want to go even further? You can also build your own agent with tools like OpenAI’s Assistants API, custom-fit to your business logic and ecosystem. We explored this approach in our guide to building AI agents.

Conclusion: Choose the right AI for the right task

AI tools are no longer optional, they’re operational. But using them well requires more than just activating a chatbot. It means understanding the difference between retrieval vs reasoning, truth vs style, and speed vs personalization.

If your team relies heavily on research, validation, and staying updated with cited sources, Perplexity offers a fast, focused way to get answers you can trust. Its browser assistant, Comet, is especially useful for eCommerce marketers and founders who need to scan landing pages, verify suppliers, or build reports on the fly, without hopping across ten tabs.

On the other hand, ChatGPT brings depth. From drafting product descriptions and automating customer replies, to cleaning data and generating multi-channel campaigns, it allows teams to execute, faster and more consistently. Especially with custom GPTs and memory, you can embed brand tone, user personas, and operational context into every output.

The smartest merchants in 2025 are no longer debating which AI tool to use. They’re mapping AI to their workflows. One for input, one for output. One to analyze, one to create. That’s where the compound value emerges.

Whether you’re a DTC brand looking to scale content without scaling headcount, or a B2B team seeking reliable research assistants, the winning move is clarity, not overautomation. Start with the problem, then layer in the right agent.

If you’re unsure where to start or want to explore AI agents tailored to your brand logic, we can help. Explore Flatline’s AI consultancy services to turn smart tools into scalable systems.

FAQ

What is the main difference between Perplexity and ChatGPT?
Perplexity is an AI-powered search engine that prioritizes factual accuracy and citations. ChatGPT is a generative assistant optimized for reasoning, content creation, and custom workflows.

Is Perplexity better than ChatGPT for eCommerce?
It depends on your use case. Use Perplexity for fast research and citation-based insights. Use ChatGPT for execution: writing, campaign planning, automation.

Can I use both tools in my daily workflow?
Absolutely. Many merchants use Perplexity to gather input, then switch to ChatGPT to generate the output, especially when building campaigns, planning SEO content, or cleaning product data.

Does ChatGPT still hallucinate in 2025?
While hallucinations have been reduced, they still occur. Always verify outputs, especially when citing stats or making business decisions. For source-backed responses, tools like Perplexity help fill the gap.