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HomeAI Cost per TaskAnalyze a 10,000-row spreadsheet

Data

What it costs to analyze a 10,000-row spreadsheet

10,000 rows pasted in whole, answered with findings rather than a formula.

Pricing verified: September 2026

The short answer

Between $0.0050 and $0.960 per run, depending on the model. That is a 193× spread for the same job.

Cheapest that fits
GPT-5 Nano
$0.0050
$0.100 at 20 analyses a month
Best value
DeepSeek V4-Flash
$0.013
$0.259 at 20 analyses a month
Highest quality
Claude Fable 5
$0.960
$19.20 at 20 analyses a month

How this is calculated

10,000 rows across ten short columns ≈ 9 tokens per row ≈ 90,000 input tokens. A written analysis with findings ≈ 900 words ≈ 1,200 output tokens.

90,000 input tokens1,200 output tokens91k tokens context needed

Cost = (input tokens ÷ 1M × input price) + (output tokens ÷ 1M × output price). Prices come from our daily-verified model data. Batch and cached-input discounts are not applied — they only ever make these numbers smaller.

Every model, cheapest first

ModelProviderPer runAt 20 analyses a monthContext
Llama 3.2 1B Instructneeds chunkingMeta$0.0027$0.05360k tokens
Gemma 2 9Bneeds chunkingGoogle$0.0028$0.0568k tokens
Llama 3.1 8B Instructneeds chunkingMeta$0.0046$0.09216k tokens
GPT-5 NanoOpenAI$0.0050$0.100400k tokens
gpt-oss-safeguard-20bOpenAI$0.0065$0.131131k tokens
Mistral Small 3.2 24BMistral$0.0070$0.140128k tokens
Gemini 2.0 Flash LiteGoogle$0.0071$0.1421.0M tokens
Ministral 3 3B 2512Mistral$0.0091$0.182131k tokens
Devstral Small 1.1Mistral$0.0094$0.187131k tokens
Mistral Small 3.1Mistral$0.0094$0.187128k tokens
Mistral Small Creativeneeds chunkingMistral$0.0094$0.18733k tokens
Voxtral Small 24B 2507needs chunkingMistral$0.0094$0.18732k tokens
GPT-4.1 NanoOpenAI$0.0095$0.1901.0M tokens
Gemini 2.0 FlashGoogle$0.0095$0.1901.0M tokens
Gemini 2.5 Flash LiteGoogle$0.0095$0.1901.0M tokens
Gemini 2.5 Flash Lite Preview 09-2025Google$0.0095$0.1901.0M tokens
Mistral 7B Instruct v0.1needs chunkingMistral$0.010$0.2033k tokens
Gemma 4 26B A4BGoogle$0.012$0.244262k tokens
Llama 3 8B Instructneeds chunkingMeta$0.013$0.2558k tokens
DeepSeek V4-FlashDeepSeek$0.013$0.2591M tokens
Ministral 3 8B 2512Mistral$0.014$0.274262k tokens
Mistral NemoMistral$0.014$0.274131k tokens
GLM-5.3 FlashZ.ai$0.014$0.2821M tokens
GPT-4o MiniOpenAI$0.014$0.284128k tokens
Mistral Small 4Mistral$0.014$0.284262k tokens
Qwen 3.8 FlashAlibaba$0.015$0.299991k tokens
Llama Guard 4 12BMeta$0.016$0.328164k tokens
Ministral 3 14B 2512Mistral$0.018$0.365262k tokens
Sabaneeds chunkingMistral$0.019$0.37433k tokens
GPT-5.6 LunaOpenAI$0.019$0.3891.1M tokens
Grok Code Fast 1xAI$0.020$0.396256k tokens
Claude 3 HaikuAnthropic$0.024$0.480200k tokens
Gemini 3 Flash PreviewGoogle$0.024$0.4861.0M tokens
GPT-5 MiniOpenAI$0.025$0.498400k tokens
GPT-5.1-Codex-MiniOpenAI$0.025$0.498400k tokens
DeepSeek V3DeepSeek$0.026$0.512128k tokens
Grok 3 MinixAI$0.028$0.552131k tokens
Grok 3 Mini BetaxAI$0.028$0.552131k tokens
Codestral 2508Mistral$0.028$0.562256k tokens
Gemini 2.5 FlashGoogle$0.030$0.6001.0M tokens
Gemini 3.5 Flash-LiteGoogle$0.030$0.6001.0M tokens
Nano Banana (Gemini 2.5 Flash Image)needs chunkingGoogle$0.030$0.60033k tokens
Llama 3.2 11B Vision InstructMeta$0.031$0.629131k tokens
Mistral Small 3needs chunkingMistral$0.032$0.64533k tokens
Muse Glimmer 30BMeta$0.033$0.666131k tokens
Gemma 4 31BGoogle$0.036$0.725262k tokens
Llama 3.1 70B InstructMeta$0.036$0.730131k tokens
GPT-4.1 MiniOpenAI$0.038$0.7581.0M tokens
Devstral 2 2512Mistral$0.038$0.768262k tokens
Devstral MediumMistral$0.038$0.768131k tokens
Mistral Medium 3Mistral$0.038$0.768131k tokens
Mistral Medium 3.1Mistral$0.038$0.768131k tokens
DeepSeek V4-ProDeepSeek$0.040$0.8041M tokens
Llama Guard 3 8BMeta$0.043$0.865131k tokens
Llama 4 ScoutMeta$0.046$0.929512k tokens
Llama 3 70B Instructneeds chunkingMeta$0.047$0.9368k tokens
GPT-3.5 Turboneeds chunkingOpenAI$0.047$0.93616k tokens
Mistral Large 3 2512Mistral$0.047$0.936262k tokens
Gemini 3.1 FlashGoogle$0.049$0.9721M tokens
Mixtral 8x7B Instructneeds chunkingMistral$0.049$0.98533k tokens
DeepSeek R1DeepSeek$0.052$1.04128k tokens
Llama 4 MaverickMeta$0.056$1.12256k tokens
GPT Audio MiniOpenAI$0.057$1.14128k tokens
Gemma 2 27Bneeds chunkingGoogle$0.059$1.198k tokens
Gemini 3.6 FlashGoogle$0.072$1.441.0M tokens
Gemini 3.7 FlashGoogle$0.072$1.441.0M tokens
Claude 3.5 HaikuAnthropic$0.077$1.54200k tokens
Claude 4 HaikuAnthropic$0.077$1.54200k tokens
Codestral 25.01Mistral$0.084$1.68256k tokens
Kimi K2.7 CodeMoonshot$0.090$1.81256k tokens
GPT-3.5 Turbo (older v0613)needs chunkingOpenAI$0.092$1.854k tokens
Claude Haiku 4.5Anthropic$0.096$1.92200k tokens
o3 MiniOpenAI$0.104$2.09200k tokens
o3 Mini HighOpenAI$0.104$2.09200k tokens
o4 MiniOpenAI$0.104$2.09200k tokens
o4 Mini HighOpenAI$0.104$2.09200k tokens
GPT-5.2 MiniOpenAI$0.114$2.28128k tokens
Muse SparkMeta$0.118$2.351.0M tokens
GPT-5OpenAI$0.124$2.49400k tokens
GPT-5 ChatOpenAI$0.124$2.49128k tokens
GPT-5 CodexOpenAI$0.124$2.49400k tokens
GPT-5.1OpenAI$0.124$2.49400k tokens
GPT-5.1 ChatOpenAI$0.124$2.49128k tokens
GPT-5.1-CodexOpenAI$0.124$2.49400k tokens
GPT-5.1-Codex-MaxOpenAI$0.124$2.49400k tokens
Gemini 2.5 ProGoogle$0.124$2.491.0M tokens
Gemini 2.5 Pro Preview 05-06Google$0.124$2.491.0M tokens
Gemini 2.5 Pro Preview 06-05Google$0.124$2.491.0M tokens
GLM-5.2Z.ai$0.131$2.631M tokens
GLM-5.3Z.ai$0.131$2.631M tokens
GPT-3.5 Turbo Instructneeds chunkingOpenAI$0.137$2.754k tokens
Mistral Medium 3.5Mistral$0.144$2.88256k tokens
Gemini 3.5 FlashGoogle$0.146$2.921.0M tokens
GPT-5.2OpenAI$0.174$3.49200k tokens
GPT-5.3 ChatOpenAI$0.174$3.49128k tokens
GPT-5.3-CodexOpenAI$0.174$3.49400k tokens
Grok 4xAI$0.187$3.742M tokens
Grok 4.5xAI$0.187$3.74500k tokens
Grok 4.6xAI$0.187$3.74500k tokens
Mixtral 8x22B Instructneeds chunkingMistral$0.187$3.7466k tokens
Pixtral Large 2411Mistral$0.187$3.74131k tokens
Qwen 3.8 MaxAlibaba$0.187$3.741M tokens
GPT-4.1OpenAI$0.190$3.791.0M tokens
o3OpenAI$0.190$3.79200k tokens
o4 Mini Deep ResearchOpenAI$0.190$3.79200k tokens
Claude Sonnet 5Anthropic$0.192$3.841M tokens
GPT-5.6 SolOpenAI$0.192$3.841.1M tokens
GPT-5.6 TerraOpenAI$0.194$3.891.1M tokens
Gemini 3.1 ProGoogle$0.194$3.892M tokens
Nano Banana Pro (Gemini 3 Pro Image Preview)needs chunkingGoogle$0.194$3.8966k tokens
GPT-5 Image MiniOpenAI$0.227$4.55400k tokens
Qwen 3.7 MaxAlibaba$0.234$4.681M tokens
GPT AudioOpenAI$0.237$4.74128k tokens
GPT-4oOpenAI$0.237$4.74128k tokens
GPT-5.4OpenAI$0.243$4.86272k tokens
GPT-3.5 Turbo 16kneeds chunkingOpenAI$0.275$5.5016k tokens
Mistral Large 2Mistral$0.281$5.62128k tokens
Claude 3.7 Sonnet (thinking)Anthropic$0.288$5.76200k tokens
Claude Sonnet 4Anthropic$0.288$5.76200k tokens
Claude Sonnet 4.5Anthropic$0.288$5.761M tokens
Claude Sonnet 4.6Anthropic$0.288$5.761M tokens
Grok 3xAI$0.288$5.76131k tokens
Grok 3 BetaxAI$0.288$5.76131k tokens
Kimi K3Moonshot$0.288$5.761M tokens
Claude Opus 4.5Anthropic$0.480$9.60200k tokens
Claude Opus 4.6Anthropic$0.480$9.601M tokens
Claude Opus 4.7Anthropic$0.480$9.601M tokens
Claude Opus 4.8Anthropic$0.480$9.601M tokens
Claude Opus 5Anthropic$0.480$9.601M tokens
GPT-5.5OpenAI$0.486$9.721M tokens
Claude 3.5 SonnetAnthropic$0.576$11.52200k tokens
GPT-5 ImageOpenAI$0.912$18.24400k tokens
GPT-4 TurboOpenAI$0.936$18.72128k tokens
GPT-4 Turbo (older v1106)OpenAI$0.936$18.72128k tokens
GPT-4 Turbo PreviewOpenAI$0.936$18.72128k tokens
o3 Deep ResearchOpenAI$0.948$18.96200k tokens
Claude Fable 5Anthropic$0.960$19.201M tokens
Claude Fable 5.1Anthropic$0.960$19.201M tokens
Claude Mythos 5Anthropic$0.960$19.201M tokens
Claude Mythos 5.1Anthropic$0.960$19.201M tokens
GPT-6 AstraOpenAI$0.960$19.201.1M tokens
o1OpenAI$1.42$28.44200k tokens
Claude Opus 4Anthropic$1.44$28.80200k tokens
Claude Opus 4.1Anthropic$1.44$28.80200k tokens
GPT-5 ProOpenAI$1.49$29.88400k tokens
o3 ProOpenAI$1.90$37.92200k tokens
GPT-4needs chunkingOpenAI$2.77$55.448k tokens
GPT-4 (older v0314)needs chunkingOpenAI$2.77$55.448k tokens
o1-proOpenAI$14.22$284200k tokens

“Needs chunking” means the model's context window can't hold this job in a single pass, so the real cost is higher than the figure shown and quality usually suffers.

Should you just pick the cheapest?

Sending raw rows is the expensive way to do this and it is what most people try first. If the same sheet gets queried repeatedly, having the model write code that runs over the file costs a few hundred tokens instead of ninety thousand — and it does arithmetic correctly.

Price your own token counts →best ai for spreadsheets →best ai for data analysis →best long context ai →best ai for analysts →

Frequently asked

How much does it cost to analyze a spreadsheet with AI?

$0.0050 on GPT-5 Nano, the cheapest capable option, rising to $0.960 on Claude Fable 5 at the top end. DeepSeek V4-Flash is the value pick at $0.013 per run. The job is priced at 90,000 input and 1,200 output tokens — see the working below.

How did you work out the token count for this task?

10,000 rows across ten short columns ≈ 9 tokens per row ≈ 90,000 input tokens. A written analysis with findings ≈ 900 words ≈ 1,200 output tokens.

What does this cost at 20 analyses a month?

$0.100 a month on GPT-5 Nano, $0.259 on DeepSeek V4-Flash, and $19.20 on Claude Fable 5. Batch APIs typically halve these figures for work that can wait, and prompt caching cuts the input side further when the same context is reused.

Is the cheapest model the right choice for this task?

Sending raw rows is the expensive way to do this and it is what most people try first. If the same sheet gets queried repeatedly, having the model write code that runs over the file costs a few hundred tokens instead of ninety thousand — and it does arithmetic correctly.

Are these prices current?

Yes. Every figure on this page is computed from our model pricing data, which is checked daily against each provider's official pricing page. When a provider changes a price, these numbers change with it.

What other AI tasks cost

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Translate a 50-page document
Writing
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Write a tailored cover letter
Writing
Write 1,000 product descriptions

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