Contact the editorial team

Zixia researches AI, ML, data, and technology development companies independently. Providers are selected based on our research criteria, relevant technical capabilities, project experience, client reputation, and other publicly available evidence.

Companies cannot purchase inclusion or request a guaranteed position in a ranking. If your company is not currently covered and you believe it meets our evaluation criteria, you can contact our editorial team with relevant information about your services and experience. We review these requests as part of our ongoing research, but inclusion is not guaranteed.

If you represent a company featured on Zixia and notice inaccurate or outdated information, contact our editorial team with the specific details that need to be corrected.

Where possible, please provide supporting documentation or a reliable source confirming the updated information. We review correction requests independently and update profiles when the evidence supports the requested change.

No. Rankings, scores, editorial recommendations, and positions cannot be purchased.

A company’s commercial relationship with Zixia does not determine its ranking or editorial evaluation. Our research is based on the criteria described in our methodology, including technical expertise, relevant experience, client reputation, delivery capabilities, and pricing transparency.

Our rankings are reviewed regularly to account for meaningful changes in the companies, technologies, and markets we cover.

During a review, we may reassess a company’s services, team, technical capabilities, recent projects, client feedback, pricing information, and market position. Significant developments may also lead us to update a company profile or ranking outside the regular review cycle.

The latest review date is displayed on individual ranking pages where applicable.

If you need help finding a technology partner, you can use the Get Matched option on Zixia to tell us about your project requirements.

We use information such as your technology needs, project scope, industry, preferred engagement model, timeline, and budget to help identify potentially suitable providers.

There is no obligation to work with any company we introduce. An introduction does not constitute an endorsement or guarantee of project results, so we recommend conducting your own due diligence before signing an agreement.

No. Zixia does not sell ranking positions, positive reviews, editorial recommendations, or changes to research conclusions.

Companies may contact us to provide factual information about their business, services, projects, or team. Such information can be considered as part of our independent research, but submitting information does not guarantee coverage or influence the outcome of an evaluation.

We aim to verify important company information using multiple sources wherever possible.

Our research can include company websites and documentation, case studies, client reviews, professional directories, technology platforms, publicly available company information, and other relevant sources. When information cannot be independently confirmed, we avoid presenting it as a verified fact.

Companies can also contact us when factual information in their profile becomes outdated or incorrect.

No. A ranking is a research-based comparison, not a guarantee of project success.

The right development partner depends on factors specific to each project, including technical requirements, industry experience, budget, timeline, team structure, communication preferences, and long-term support needs.

Our rankings are designed to help businesses create a more informed shortlist. We recommend evaluating the final candidates based on your specific requirements before making a hiring decision.