// Blog

Guides & use cases

Real-world walkthroughs, how-to guides, and ideas for getting the most out of AI batch processing.

How a financial analyst summarised 500 earnings reports in a day using AI

Revenue, EPS, guidance change, management tone, and a two-sentence story — extracted from every MD&A section before markets opened Monday.

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How an e-learning company generated 1,200 quiz questions from lesson content in a day

Stem, four options, correct answer, and explanation — for every question, across 400 lessons, overnight. 78% accepted without edit.

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How a legal team pre-screened 200 contracts for risk before manual review

Governing law, liability caps, auto-renewal, data processing — checked across every contract overnight, so lawyers only read the ones that needed reading.

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How to clean and standardise messy data at scale using AI

8,000 rows of inconsistent CRM data — company names, job titles, addresses — cleaned, standardised, and flagged for issues in a single overnight batch job.

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How to localise website copy for multiple markets using AI batch processing

Translation isn't localisation. Here's how a marketing team adapted 340 UK copy blocks for the US, Australia, and Germany — tone, idioms, and cultural register included.

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How an HR team wrote 200 job descriptions in a day — without a copywriter

One prompt carrying the full style guide. 200 roles. Consistent tone, structure, and inclusive language — applied automatically to every row.

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How to qualify and enrich 500 leads with AI — no data team required

ICP score, size band, key pain point, and a tailored discovery question — for every lead in your CRM, overnight, for under £1.

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Claude or Gemini? How to choose the right AI model for your batch job

A practical model-selection guide — what each family is good at, how the pricing compares, and a quick-reference table by task type.

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How to personalise cold email outreach for 1,000 prospects without a copywriter

65 hours of manual writing. £0.80 of compute. How a SaaS sales team wrote personalised first lines for 1,200 cold emails using AI batch processing.

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10 tasks you didn't know you could automate with batch AI

From lead enrichment to document summarisation — each one with the CSV columns you need to get started.

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The non-technical marketer's guide to AI batch processing

What it is, 8 tasks it's ideal for, and what the workflow looks like from start to finish — no technical knowledge required.

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Why batch AI is cheaper than standard API rates — and how the pricing works

Why Google charges less for batch jobs, how PromptMax splits that saving, and what you'll actually pay per 1,000 rows.

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Batch AI vs. copy-pasting into ChatGPT: what's the difference and when to use each

Copy-paste works at 10 items. It breaks at 100. An honest comparison of when each approach is the right tool.

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How to write effective batch instructions: a guide for non-technical users

The prompt you write once applies to every row. This guide covers format, edge cases, and the most common mistakes.

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How to analyse customer reviews at scale with AI

Export, classify, and summarise hundreds or thousands of reviews — and turn your reply queue into a filtered action list.

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How to write product descriptions at scale with AI — no coding required

From preparing your product CSV to importing into Shopify or WooCommerce — a complete walkthrough.

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How to generate SEO meta tags for your entire website using AI

A step-by-step guide to generating title tags and meta descriptions at scale — from preparing the CSV to importing into your CMS.

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How a market research analyst coded 5,000 open-ended survey responses in a day

Two weeks of manual coding. Three coders. A shared codebook. There was a faster, more consistent way.

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How a PPC agency generated 15,000 ad headlines for a retail client in one batch job

50 ad groups. 300 keyword themes. A five-figure copywriting project — done in one afternoon using AI batch processing.

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How a small e-commerce brand wrote product descriptions for 800 SKUs without a copywriter

£3,500 agency quote. Six-week timeline. There was a faster way — using AI batch processing and a well-written prompt.

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How a freelance SEO consultant generated meta tags for 2,400 pages in one afternoon

A three-week manual project turned into a three-hour job — using AI batch processing and a well-written prompt.

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