LLM·Dex
Rank · #1 of 5OpenAIWeb Scraping

GPT-5 for web scraping

GPT-5 is the #1 pick on LLMDex's llms for web scraping ranking out of 5 models we track for this use case. Below, the specific reasons it slots where it does, and when you should reach for an alternative.

Updated


At a glance

Rank
#1 of 5
Context
400K tokens
Output / 1M
$10.00 / 1M tokens
Released
Aug 2025

Why GPT-5 fits this task

Three things about GPT-5 that map directly onto what this task rewards: Unified model, reasoning routed automatically per query; Excellent tool-use and JSON-mode discipline; Strong agent performance on SWE-bench Verified. Beyond the task-specific fit, GPT-5 also brings unified model, reasoning routed automatically per query and excellent tool-use and json-mode discipline, both of which compound when the workload broadens.

The criteria this task rewards

LLMDex ranks best llms for web scraping on 5 criteria , these are the axes the ranking uses, in priority order:

  • HTML / DOM understanding without preprocessing
  • Extraction accuracy on noisy pages
  • Cost per page
  • Speed
  • Tolerance for ad-heavy or paywall layouts

How GPT-5 scores on each axis

Where GPT-5 costs you: reasoning routing means latency is unpredictable per query. For most teams this is acceptable on this workload, the value of the strengths above outweighs the cost. For cost-bound workloads or teams with strict latency budgets, run an eval against the next two ranked models on real data before committing.

Strengths that pay off here

  • Unified model, reasoning routed automatically per query
  • Excellent tool-use and JSON-mode discipline
  • Strong agent performance on SWE-bench Verified
  • Robust safety post-training reduces hallucinations vs. GPT-4 line

Tracked weaknesses

  • Reasoning routing means latency is unpredictable per query
  • Output cost is high relative to mid-tier alternatives

When to pick something else

If you have a binding constraint that GPT-5 doesn't satisfy, pricing, license, regional availability, modality coverage, the next-best pick on this task is Claude Sonnet 4.6 from Anthropic. Anthropic's mid-tier 4.6 release, the workhorse model behind most production Anthropic deployments.

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Other models for web scraping

GPT-5 for other use cases

Direct comparisons

Frequently asked

  • Is GPT-5 good for web scraping?
    GPT-5 is ranked #1 on LLMDex's web scraping list. OpenAI's unified flagship combining GPT-line breadth with built-in reasoning, replacing both GPT-4o and the o-series for most users.
  • How much does GPT-5 cost for web scraping?
    GPT-5 costs $1.25 / 1M tokens for input tokens and $10.00 / 1M tokens for output tokens. For web scraping workloads, output costs typically dominate; budget on the higher number.
  • What's a cheaper alternative to GPT-5 for web scraping?
    The next ranked model on this task is Claude Sonnet 4.6. Compare both before committing.
  • When should I NOT use GPT-5 for web scraping?
    Tracked weakness: Reasoning routing means latency is unpredictable per query. If that constraint is binding for your workload, the next-ranked model on this task is the safer pick.
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