Persian-first AI systems by ZharfAI

Assistants, document processing, and data analysis for Iranian organisations

Work starts from one defined workflow. The current baseline, the acceptance criteria, and the point where a person reviews the output are agreed before the build, and the result is measured against them.

ZharfAI film: in every organisation thousands of files and messages move every day and what matters gets lost. ZharfAI starts with the one task that takes most of your time, agrees before building how long it takes today, what result is good enough and where a person signs off, builds a small version with your own data that does the repetitive work, asks a person when unsure, and only if it beats the current way brings it into daily work, so what used to get lost is found with one question. Ends on the ZharfAI logo and “AI solutions for businesses”

Our services

Custom AI development, data analysis, and Persian assistants designed around your organisation’s needs.

One family. A character for every craft.

Meet the assistants and the thinking behind them

Latest Insights

View All
A Signed Webhook Is Not Permission to Run the AI Workflow Again
AI Tutorials
Oct 15, 202611 min

A Signed Webhook Is Not Permission to Run the AI Workflow Again

Separate signature checks, durable receipt and permission to act. A practical webhook admission design keeps repeated deliveries from becoming fresh AI workflow requests.

Read More
When One JSON Key Has Two Values, Which One Reaches the Tool?
AI Tutorials
Oct 9, 202611 min

When One JSON Key Has Two Values, Which One Reaches the Tool?

Repeated JSON keys can disappear before validation begins. Reject ambiguity at the raw-input boundary and keep reviewers and executing tools on the same accepted data.

Read More
A Closed AI Stream Is Not a Completed Answer
AI Tutorials
Oct 8, 202612 min

A Closed AI Stream Is Not a Completed Answer

Decide when streamed AI output may become a final answer by separating byte decoding, event boundaries, stop reasons and application acceptance.

Read More
Why Document AI Highlights the Wrong Place on the Page
AI Tutorials
Oct 7, 202612 min

Why Document AI Highlights the Wrong Place on the Page

Correct OCR text can still point to the wrong evidence. Preserve page identity, units and image transformations before showing an exact document citation.

Read More
Claude Haiku 5.5: Release, Pricing, Benchmarks, and API Migration
AI Technology
Oct 7, 202611 min

Claude Haiku 5.5: Release, Pricing, Benchmarks, and API Migration

Haiku 5.5 brings a million-token context and much lower prices. The 100K pricing threshold, effort settings, and API changes determine what teams actually save.

Read More
Claude Haiku 5.5 System Card: Capabilities, Safety, and Limits
AI Technology
Oct 7, 202615 min

Claude Haiku 5.5 System Card: Capabilities, Safety, and Limits

Reading Anthropic's 144-page Haiku 5.5 system card: benchmark conditions, prompt injection, sandbox behavior, honesty regressions, oversight, and model welfare.

Read More
Hover to pause

Work with ZharfAI

Talk to us about building a product, automating a process, or making better use of your organisation’s data.

Common questions about working with ZharfAI