Guides to Claude Code, Cursor, Codex and the Claude and GPT APIs: setup, token savings and troubleshooting.
6 min · · development
A good spec from a model is the result of a good interview. Prompts for each step, API code, common mistakes and a checklist before handing it to a developer.
5 min · · автоматизация
Describe what you need to calculate and the model returns a ready formula. We cover the prompt, Russian and English function names, argument separators and testing on sample data.
6 min · · payments
Pay-per-token is not always cheaper: volume decides. Here is how to measure usage in a pilot, calculate a month for the team, and find the line versus a subscription.
3 min · · development
Support tickets, complaints, feature requests — some go to tech, some to product, some to the archive. Here's how an AI model routes them.
5 min · · бизнес
A custom =ASK_AI() function for Google Sheets: classification, summaries, and data extraction right in a cell, with caching and Apps Script quotas in mind.
3 min · · development
Load a CSV of reviews, a cheap model labels each one, pandas aggregates the stats, a second request writes the report. The full path from data to insights.
4 min · · development
A user photographs a receipt, the model reads the date, total, and line items. We show how to send the image in a request and get structured data back.
3 min · · development
Spam, insults, ads, genuine comments — the model labels them and sends unclear cases to a moderator. Here's the code and what it costs.
5 min · · бизнес
A Python script that takes product specs from a CSV, generates descriptions via Zukko, flags texts with violations, and saves the result.
4 min · · бизнес
A new lead in amoCRM sends a webhook to your server, the model assesses the request, and a hint for the manager appears as a note on the card.
5 min · · бизнес
A new lead in Bitrix24 fires a webhook, your server asks the model, and a hint for the manager appears as a comment on the lead card.
5 min · · бизнес
A 1C code template that sends text to Claude, GPT, or GLM and returns the answer: email classification, draft replies, and data extraction.
6 min · · автоматизация
A working inbox triage setup: messages over IMAP, category, priority and a draft reply as JSON, masking personal data, human review, and the cost per 1,000 emails.
4 min · · бизнес
Every top-up made by someone you invited puts 10% back on your own balance. Here is who this actually pays off for and how to use it.
4 min · · API keys
There is no dedicated "team" concept in the dashboard, but per-key limits and an allowed-model list cover almost the whole need. Here is how to set it up and what not to expect.
4 min · · бизнес
A 40-page contract can go through the API in a minute, but it pays to know the cost upfront and pick the right model for a scan versus clean text.
4 min · · бизнес
A support bot that goes down when one model has an outage, or drains the budget overnight, is a bad bot. Here's how to build it properly on the API.
5 min · · бизнес
It isn't a discount for the sake of a discount — three concrete mechanisms remove extra cost from the chain: pay-as-you-go billing, caching, and local payment rails.
4 min · · бизнес
Five subscriptions for five different tasks makes no sense on a student budget. Here's how to get one key for every model and pay only for what you use.
5 min · · бизнес
When several client projects run through one account, the hard part isn't finding a model — it's not losing track of who spent what.
5 min · · бизнес
Five providers means five bills, five currencies, five API shapes. What changes when one key and one balance sit behind all of it.