Buyer guides built on the law, the specification and the price page.

Models in practice

For teams putting models into real work, where every answer has to be tested, checked and kept inside limits.

• How to evaluate an autonomous agentScenario sets, refusal tests and a shadow run, all before an agent is allowed to act.
• Private LLM vs APIA self-hosted model against a model API, compared on cost, quality and data residency.
• Straight-through rate, measuredWhy field accuracy flatters, and how to measure the rate a finance team works with.
• RAG that cites its sourcesWhat to demand of a company knowledge assistant before you trust its answers.

Compliance & systems

For finance teams and owners facing the UAE e-invoicing mandate, choosing an ERP, or signing contracts online.

• E-invoicing readiness checklistWhat to check in your ERP and your data before e-invoicing goes live, in the order the work happens.
• How to choose an ASPWhat accreditation already proves, and what to test before you sign, from a firm that resells none.
• ERPNext and UAE e-invoicingWhat stock ERPNext lacks for PINT AE, the open-source app that helps, and how the gap is closed.
• ERPNext vs Odoo for a UAE SMELicences, published prices, UAE VAT and e-invoicing, compared with our own bias stated first.
• Electronic signatures in the UAEWhat Federal Decree-Law No. 46 of 2021 says, its three signature levels, and where UAE PASS fits.

Tools & references

References worth coming back to.

• UAE e-invoicing timelineEvery Ministry of Finance date, counted down in your browser.
• Stack & models radarThe models and tools we build on, trial or avoid, and why.
• Cost per document calculatorYour own volume, set against published benchmarks.
• For language models: llms.txtThe whole site in one plain-text file.

Primary sources first, and every claim linked.

• The decision, the law, the specification or the vendor's own pricing page comes first. A secondary source is used only where no primary one exists, and never one that contradicts the primary.
• Every external fact links to its source in the sentence that states it. Guides on UAE e-invoicing also show the date we last checked the Ministry of Finance pages.
• Every guide shows the date it was last updated.
• Where we have an interest, the guide says so near the top: we implement ERPNext, and we are not an Accredited Service Provider.
• Guides are published under the SolaryxDev name, with no invented authors and no figure we cannot source.

Nobody pays to be mentioned.

There is no sponsored content, and we take nothing from any vendor we mention, whether a model provider, an ERP publisher or an e-invoicing provider. Naming a product is not a claim of partnership, affiliation or endorsement.

Information to take to your adviser.

The guides on e-invoicing and electronic signatures explain what published rules say, with the text cited, so that you can put a sharper question to your tax adviser or lawyer. They are not legal or tax advice, and they do not replace that conversation.

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