Startup Profiles

Startup Applied Brain Research Raises Seed Funding to Develop On-Device Voice AI

Why investors are backing Applied Brain Research’s on-device voice AI approach.

Updated

January 14, 2026 1:38 PM

Plastic model of a human's brain. PHOTO: UNSPLASH

Applied Brain Research (ABR), a Canada-based startup, has closed its seed funding round to advance its work in “on-device voice AI”. The round was led by Two Small Fish Ventures, with its general partner Eva Lau joining ABR’s board, reflecting investor confidence in the company’s technical direction and market focus.

The round was oversubscribed, meaning more investors wanted to participate than the company had planned for. That response reflects growing interest in technologies that reduce reliance on cloud-based AI systems.

ABR is focused on a clear problem in voice-enabled products today. Most voice features depend on cloud servers to process speech, which can cause delays, increase costs, raise privacy concerns and limit performance on devices with small batteries or limited computing power.

ABR’s approach is built around keeping voice AI fully on-device. Instead of relying on cloud connectivity, its technology allows devices to process speech locally, enabling faster responses and more predictable performance while reducing data exposure.

Central to this approach is the company’s TSP1 chip, a processor designed specifically for handling time-based data such as speech. Built for real-time voice processing at the edge, TSP1 allows tasks like speech recognition and text-to-speech to run on smaller, power-constrained devices.

This specialization is particularly relevant as voice interfaces become more common across emerging products. Many edge devices such as wearables or mobile robotics cannot support traditional voice AI systems without compromising battery life or responsiveness. The TSP1 addresses this limitation by enabling these capabilities at significantly lower power levels than conventional alternatives. According to the company, full speech-to-text and text-to-speech can run at under 30 milliwatts of power, which is roughly 10 to 100 times lower than many existing alternatives. This level of efficiency makes advanced voice interaction feasible on devices where power consumption has long been a limiting factor.

That efficiency makes the technology applicable across a wide range of use cases. In augmented reality glasses, it supports responsive, hands-free voice control. In robotics, it enables real-time voice interaction without cloud latency or ongoing service costs. For wearables, it expands voice functionality without severely impacting battery life. In medical devices, it allows on-device inference while keeping sensitive data local. And in automotive systems, it enables consistent voice experiences regardless of network availability.

For investors, this combination of timing and technology is what stands out. Voice interfaces are becoming more common, while reliance on cloud infrastructure is increasingly seen as a limitation rather than a strength. ABR sits at the intersection of those two shifts.

With fresh funding in place, ABR is now working with partners across AR, robotics, healthcare, automotive and wearables to bring that future closer. For startup watchers, it’s a reminder that some of the most meaningful AI advances aren’t about bigger models but about making intelligence fit where it actually needs to live.

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Strategy & Leadership

What the Sean ‘Diddy’ Combs Court Case Can Teach Us About Running a Business

How the high-profile trial of the music mogul offers lessons for entrepreneurs on accountability, ethics, and leadership.

Updated

January 8, 2026 6:35 PM

Sean "DIddy" Combs. PHOTO: NPC NEWS

Sean “Diddy” Combs—hip-hop icon, entrepreneur, and cultural force—has built a career on his larger-than-life persona, business acumen, and ability to dominate industries ranging from music to fashion to spirits. But his recent trial, which involves explosive allegations of racketeering, sex trafficking, and transportation to engage in prostitution, has cast a shadow over his legacy.

The federal trial, which began after his arrest in September 2024, has revealed shocking claims, including coercion, manipulation, and the abuse of power in both personal and professional settings. While Combs has pleaded not guilty to all charges, the case offers valuable lessons for small business owners about leadership, ethics, and the responsibility that comes with power.

Here’s what entrepreneurs can learn from the allegations and fallout surrounding Diddy’s trial.

1. Leadership requires ethical responsibility

Diddy has been accused of creating a toxic environment that involved coercion, manipulation, and abuse of power—both in his personal relationships and his professional dealings. The trial has highlighted allegations of “freak-offs,” elaborate sexual encounters with escorts that were reportedly coerced, as well as threats of financial and reputational harm to control others.

In business, leaders hold significant power over employees, partners, and collaborators.  whether through coercion, intimidation, or favoritism—can lead to toxic environments and long-term damage to the organization.

  • Lesson: Ethical leadership isn’t optional—it’s foundational. A business thrives when leaders create a culture of fairness, respect, and accountability.
  • What You Can Do: Establish a code of conduct for your business that applies to everyone, including yourself. Make sure workplace policies clearly define acceptable behavior and outline consequences for unethical actions.
2. Accountability starts at the top

The case has shown how Diddy’s alleged actions went unchecked for years, with accusations of violence, threats, and even financial control over his accusers. Testimonies from former employees and partners reveal a pattern of behavior that created a culture of fear and silence around him.

For small business owners, this is a reminder that accountability begins with leadership. If you fail to hold yourself and others accountable, you risk fostering an environment where misconduct is ignored or accepted.

  • Lesson: Build a culture of accountability in your organization. As a leader, you set the tone for how issues are addressed and resolved.
  • What You Can Do: Implement systems for reporting grievances anonymously, and ensure employees know they will be heard without fear of retaliation. Create a safe space where concerns can be raised and resolved transparently.
3. Your personal actions impact your business

A recurring theme in the trial is how Combs’ personal actions—both alleged and confirmed—have affected his professional reputation. From footage of him physically assaulting Cassie in a hotel hallway to allegations of coercion during drug-fueled parties, the courtroom revelations have tarnished his public image and cast a shadow over his brand.

For small business owners, this reinforces an important truth: your personal behavior can have far-reaching consequences for your business. Customers, employees, and partners often associate the values and reputation of a business with its leader.

  • Lesson: Your personal and professional lives are intertwined when you’re a leader. Protect your reputation by maintaining integrity in all areas of your life.
  • What You Can Do: Be mindful of your actions in both personal and professional settings. If mistakes happen, address them openly and take responsibility. Transparency and integrity can help rebuild trust.
4. Power dynamics must be managed carefully

The case has also highlighted the dangers of power imbalances. Testimonies from accusers like Cassie allege that Diddy used financial control—such as threatening to withhold rent payments—to coerce others into complying with his demands.

In a small business setting, power dynamics are also present, particularly between employers and employees or business owners and partners. Misusing that power, even unintentionally, can lead to resentment, distrust, and legal challenges.

  • Lesson: Power should never be used to manipulate or control others. Instead, use your position to empower employees and foster positive relationships.
  • What You Can Do: Regularly evaluate how decisions are made in your business. Ensure fairness in hiring, promotions, and partnerships, and avoid placing undue pressure on others to comply with your expectations.
5. Proactive measures prevent crises

The allegations against Diddy span more than a decade, with claims of abuse dating back decades. Had there been systems in place to address grievances or hold him accountable earlier, the damage to his brand—and to the individuals involved—might have been mitigated.

For small businesses, neglecting proactive measures to address workplace issues can lead to larger crises later. Waiting until problems escalate is not only costly but can also permanently harm your business’s reputation.

  • Lesson: Don’t wait for a crisis to address underlying issues. Build proactive systems to identify and resolve problems before they spiral out of control.
  • What You Can Do: Conduct regular employee feedback sessions, audits of workplace culture, and reviews of leadership behavior. Stay informed about potential risks and address them early.
Conclusion

The Sean “Diddy” Combs trial is a cautionary tale about the consequences of unchecked power, unethical behavior, and a lack of accountability. For small business owners, it underscores the importance of leadership that prioritizes transparency, fairness, and integrity.

Running a business isn’t just about profits—it’s about creating a legacy founded on trust and respect. By learning from the mistakes and controversies of others, entrepreneurs can build companies that inspire loyalty, foster positive relationships, and stand the test of time.