ChatGPT Token Counter Product Descriptions
Paste Shopify / catalog product descriptions and get an approximate ChatGPT / OpenAI token count plus estimated input cost for gpt-4o-mini and gpt-4o — built for catalog copy budgeting.
1 Product description text
2 Batch & scale
3 Model input rates (editable)
4 Counts & cost estimate
| Model | Input / 1M | Output / 1M | Notes |
|---|---|---|---|
| gpt-4o-mini | $0.15 | $0.60 | Default for bulk catalog rewrites |
| gpt-4o | $2.50 | $10.00 | Higher quality; watch input × SKUs |
Why a chatgpt token counter for product descriptions matters
Catalog teams often underestimate tokens when ChatGPT regenerates titles, bullets, and long-form PDPs. A dedicated chatgpt token counter product descriptions view shows characters, words, approximate tokens, and dollar impact before you run a batch job across Shopify.
- Paste once — short PDP default or a ~500-word sample for long-form budgeting.
- Batch mode — blank-line-separated descriptions counted individually.
- Scale — multiply by catalog size to estimate full rewrite input cost.
- Editable rates — keep gpt-4o-mini / gpt-4o list prices current.
FAQ
How are approximate tokens calculated?
We use a client-side cl100k-style heuristic: round(0.55 × chars/4 + 0.45 × words × 1.3). It tracks English product copy well but is not identical to tiktoken. Verify with OpenAI's tokenizer for contracts and invoices.
Does this count ChatGPT Plus UI usage or API only?
Token math is the same underlying idea, but ChatGPT Plus is subscription-capped, not billed per token. Use the dollar estimates for OpenAI API / batch catalog pipelines.
Should I include the system prompt?
Yes for API jobs. Paste your system + user prompt template above the description (or add its tokens into the output field as a fixed overhead via catalog scale notes).
Are the rates guaranteed?
No. OpenAI updates list prices. Fields are editable so you can match the current pricing page. This tool is illustrative — not billing advice.
Need catalog automation or Shopify + AI copy pipelines? Work with Faraz or WhatsApp +92 334 3454747.