Equalyz AI

Equalyz AI Voice-first, Agentic AI infrastructure layer for emerging markets, built for the way Africa actually communicates

EqualyzCrowd helps AI teams collect and review local speech data for African language projects. Finding suitable contrib...
14/10/2026

EqualyzCrowd helps AI teams collect and review local speech data for African language projects.

Finding suitable contributors and organising recordings can slow down dataset development. Our platform brings data collection and review into a managed workflow, helping teams build resources that reflect how people speak.

Contributors provide speech and text through assigned tasks, while reviewers help assess the quality of submissions.

For researchers developing speech recognition and language models, this creates a practical way to organise contributions and prepare datasets for further evaluation.

https://www.crowd.equalyz.ai/
I. Artificial IntelligenceFederal Ministry of Communications and Digital Economy, Nigeria

EqualyzAI’s work on voice agents includes exploring how small language models can handle conversations that depend on co...
13/10/2026

EqualyzAI’s work on voice agents includes exploring how small language models can handle conversations that depend on context.

Research by Thushara Manjari Naduvilakandy and colleagues examines this through simulated patient dialogue for substance use disorder counselling.

Their framework uses patient history and the counsellor’s questions to generate responses that reflect the patient’s beliefs and readiness for change. The researchers report improved alignment with these factors compared with the baseline models tested.

The findings show how specialised training can help compact models produce responses suited to a defined conversational role. The evaluation focuses on patient simulation; clinical safety and treatment effectiveness require separate assessments.

This research offers useful direction for developing conversational agents that respond appropriately to the information people share.

https://arxiv.org/abs/2610.09209.
I. Artificial Intelligence Indiana University

VoiceAgent by EqualyzAI helps growing businesses keep customer enquiries moving during busy hours. Imagine Bukky, a fash...
13/10/2026

VoiceAgent by EqualyzAI helps growing businesses keep customer enquiries moving during busy hours.

Imagine Bukky, a fashion entrepreneur, balancing new orders with a full production schedule. A prospective buyer calls to ask about pricing while she is attending a fitting. Other customers are waiting for updates.

VoiceAgent can answer routine enquiries, share product information, and capture orders. It can also follow up with leads, helping the business maintain contact while Bukky focuses on delivering her work.

Give customers a timely response and create more room for your team to manage demand.

Sign up today, visit https://usevoiceagent.ai/.

A.I. Artificial IntelligenceFederal Ministry of Communications and Digital Economy, Nigeria

At , we build speech and language models with attention to how language and cultural context shape meaning. “Aro” offers...
13/10/2026

At , we build speech and language models with attention to how language and cultural context shape meaning.

“Aro” offers an example across Yorùbá, Igbo, and Hausa contexts

In Yorùbá, widely spoken in Southwest Nigeria, aró refers to indigo dye, associated with traditional cloth dyeing.

In Igbo-speaking Southeast Nigeria, Aro identifies the people and heritage associated with Arochukwu in present-day Abia State.

In Hausa, widely spoken in Northern Nigeria and Niger, aro relates to borrowing, including everyday exchanges of items to be returned.

These similar written forms carry distinct meanings and histories. Understanding them requires attention to the speaker’s language, pronunciation, and the surrounding conversation.

That understanding helps speech AI interpret what people mean and respond appropriately.

Share a word from your language that takes on a different meaning in another. Include where the language is spoken.

Explore our work: https://equalyz.ai/

A.I. Artificial IntelligenceFederal Ministry of Communications and Digital Economy, Nigeria

EqualyzAI’s work on voice agents and small language models focuses on making AI useful within practical computing limits...
12/10/2026

EqualyzAI’s work on voice agents and small language models focuses on making AI useful within practical computing limits.

Research by Nicolas Lacroix and colleagues examines how effectively compact models can identify the stages of a machine learning workflow from its source code.

Understanding these stages helps developers inspect how an AI system is built and identify areas that need attention.

The study found promising classification performance, with results influenced significantly by how the stages were defined. Existing classifiers remained competitive, while inference costs presented a challenge for use at scale.

These findings highlight the importance of clearly defining each task and assessing a model’s accuracy alongside its computational costs. That evaluation helps guide the choice of compact models for practical applications, including voice agents.

https://arxiv.org/abs/2610.10261.

Ministry of Communications and Digital Economy, NigeriaA.I. Artificial Intelligence

12/10/2026

EqualyzAI’s Monday Motivation explores the courage to uphold integrity through the Yorùbá expression “Ẹ̀tọ́ l’ẹ̀ṣọ́”.

Its message connects dignity with doing what is right, including when that choice requires more effort.

In language technology, this means checking the accuracy of our work and listening carefully when speakers explain how their language should be represented.

As you begin the week, choose one task that deserves greater care. Ask for feedback or clarification that will help you do it well.

A.I. Artificial IntelligenceFederal Ministry of Communications and Digital Economy, Nigeria


Linguistic inclusion embraces both spoken and signed languages. In 2023, one African country recognized its national sig...
09/10/2026

Linguistic inclusion embraces both spoken and signed languages.

In 2023, one African country recognized its national sign language as its twelfth official language, marking an important milestone for Deaf communities.

Can you name the country?

Share your answer before viewing the final slide.

At EqualyzAI, our work in voice technology sits within a wider commitment to language inclusion and respect for different ways of communicating.

Interpreter Resource, Inc.A.I. Artificial IntelligenceFederal Ministry of Communications and Digital Economy, Nigeria

Training rules developed for larger models need to be tested before they are applied to smaller ones. “Does Step Law Tra...
09/10/2026

Training rules developed for larger models need to be tested before they are applied to smaller ones.

“Does Step Law Transfer to Small-Scale Language Models? An Empirical Recalibration Below 59M Parameters” examines this question for formulas used to estimate suitable learning rates and batch sizes.

Within the study’s experimental setup, the researchers find support for the power-law form and identify the need to recalibrate its coefficients for smaller models.

The lesson is practical: reducing model size does not remove the need to validate training choices.

For teams working with limited computing resources, poorly matched settings can consume valuable time and capacity.

This is relevant to EqualyzAI’s interest in efficient AI: useful deployment begins with methods evaluated for the scale and conditions in which a model will operate.

Read the paper: https://arxiv.org/abs/2609.27581

KenyaA.I. Artificial IntelligenceAI at Meta

Expressive speech synthesis requires attention to both voice quality and user control. Qwen3-TTS-12Hz-1.7B-CustomVoice o...
09/10/2026

Expressive speech synthesis requires attention to both voice quality and user control.

Qwen3-TTS-12Hz-1.7B-CustomVoice offers nine preset voices and supports instructions that guide aspects of speech delivery across its listed languages.

An important distinction: three-second voice cloning from reference audio is a capability of the Qwen3-TTS Base variants, rather than the CustomVoice model featured here.

For developers exploring speech technology, the release raises useful questions about expressiveness, computational requirements, and language coverage.

Its published capabilities do not establish support for African languages or reliable performance across local dialects and mixed-language speech.

For EqualyzAI, the broader priority remains clear: progress in speech generation must be accompanied by representative data and evaluation with the communities a system is intended to serve.

Explore the official model documentation:
https://huggingface.co/Qwen/Qwen3-TTS-12Hz-1.7B-CustomVoice

Ministry of Communications and Digital Economy, NigeriaA.I. Artificial IntelligenceQwen Cloud

09/10/2026

What if accessing AI were as simple as making a phone call?

For communities with limited internet access or basic phones, that could open new opportunities to learn, do business, and access useful information.

At the Mastercard Center for Inclusive Growth Forum during in New York, our CEO and Co-founder, Dr. Olubayo Adekanmbi, highlighted how AI can reach people too often left out of the digital economy.

At Equalyz AI, we are bringing that vision to life through:

- Everyday phones: Collecting local speech through simple calls to help build more representative AI.

- Voice access: Making it easier to interact with AI by speaking, without relying on smartphones or internet access.

- Practical solutions: Developing focused AI models to support everyday needs, from small businesses to access to health information.

The future of AI should include the people who are hardest to reach.

What opportunities could a simple phone call unlock in your community?

What the full conversation: https://youtube.com/watch?v=iCDOw3kaHnA&t=21s

United Nations NITDA Nigeria United Nations Foundation Federal Ministry of Communications and Digital Economy, Nigeria United Nations Development Programme - UNDP


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