Healthcare access challenges in Australia are driving increased focus on how technology can support more efficient and reliable models of care delivery, particularly in regional and underserved areas. Efforts to integrate digital tools into clinical environments highlight the importance of iterative development, frontline feedback, and alignment with existing systems to support adoption and impact.
Healthcare does not reward assumptions. Unlike other industries, where early versions can fail quietly while teams refine their ideas, healthcare exposes every weakness immediately. A delayed consultation affects a real person. A technical glitch interrupts real care. A design flaw creates real consequences. The stakes are immediate, visible, and deeply human.
For Dr Sivateja Mukkamala and his co-founders, Dr Nirupama Nimmala, Jesse Vallabhdas, and Upendra Yadav, building Raiqa was never going to follow the clean, linear path described in startup playbooks. It was always going to unfold inside uncertainty, shaped by the realities of clinical practice, patient trust, and a system that resists rapid change.
Both Dr Mukkamala and Dr Nimmala had seen first-hand the fragility of access to care in rural communities, where distance, workforce shortages, and infrastructure gaps are daily constraints, rather than abstract policy debates. Vallabhdas and Yadav, as the founders behind Raiqa Health’s artificial intelligence (AI) parent company, were driven by a broader ambition: to identify practical, scalable ways in which AI could tangibly improve lives.
Together, the clinicians and technologists understood something fundamental from the outset. The first version would not be perfect. It could not be. But, in healthcare, waiting for perfection often means waiting too long. The responsibility was to build carefully, learn quickly, and improve continuously, knowing that progress would be iterative and that impact would come from the courage to begin.
Starting with a minimum viable product, not a perfect solution
The idea behind Raiqa emerged from a simple observation: doctors were constrained not only by clinical demand, but by operational friction. Administrative work, booking systems, and fragmented workflows reduced the time available for patient care. Technology, if applied carefully, could help restore that time.
The challenge was that turning that concept into something usable required restraint. Rather than attempting to build a comprehensive platform immediately, Raiqa Health’s team focused on creating a minimum viable product, or MVP, designed to test specific functions in real clinical settings.
“We thought we’ll just build an MVP and trial it and see if patients would use it or not,” Dr Mukkamala explains. “Because digital literacy is a bit poor in rural areas, we wanted to see if patients would actually adopt it.”
This early version included essential features: telehealth capability, AI-assisted documentation, and an automated booking interface. It was functional enough to support consultations, though intentionally limited in scope because the goal was learning, not scale.
By August 2024, the team had something tangible. They presented the platform to clinicians across the country, inviting them to test it, use it, and, most importantly, critique it.
“We showcased it to clinicians around the country and said, this is what we built, if any of you want to try it and give feedback, we’ll refine it,” he says. What came next would define the direction of the platform.
When frontline clinicians become product designers
Clinicians who tested Raiqa did not respond as passive users. They responded as experienced operators accustomed to identifying weaknesses quickly, and their feedback was immediate, specific, and unfiltered.
Some challenges were technical. Integration issues in particular created conflicts between existing systems and Raiqa’s platform, disrupting workflows.
“The doctor tried to onboard onto the telehealth platform, but there were tenancy clashes,” Dr Mukkamala recalls. “Or the consultation was happening, but no notes generation happened.”
Other challenges were operational. The onboarding process itself created friction, requiring identity verification, credential checks, and platform familiarisation. Specialists with already full schedules had limited tolerance for additional complexity.
“The onboarding process is too tedious,” one psychiatrist told him. “If I had a glitch, I’ve disappointed my patient, and I’m getting frustrated in the process.”
These were not minor inconveniences. They represented fundamental barriers to adoption.
Healthcare professionals operate within systems built on reliability and predictability, so any new platform must match those standards immediately.
Dr Mukkamala recognised that feedback like this was not a setback. Instead, it was a map to MVP and, ultimately, a tool that would benefit both medical providers and patients.
“I always told our first adopters, please don’t tell us what’s good about the product. I just need what’s bad about it,” he says.
This mindset transformed clinicians from users into collaborators, shaping Raiqa’s evolution directly through their lived experience.
Separating the platform to support different needs
As testing progressed, another insight emerged. Healthcare access challenges were not uniform, and so different users needed different solutions. Some clinicians wanted full telehealth capability, while others wanted only specific tools, like AI-assisted documentation. Patients also needed access to consultations and practices needed operational efficiency.
Trying to solve all these issues simultaneously created complexity that slowed adoption, and so the team responded by restructuring the platform.
“We divided the product into two things,” Dr Mukkamala explains. “Raiqa Connect became the software product, and Raiqa Health focused on servicing patients.” This separation allowed each component to evolve independently.
Raiqa Connect offers tools to clinicians, including documentation support and booking systems. Raiqa Health delivers consultations and expanding patient access. This structural pivot reflected a broader reality of healthcare innovation: solutions often emerge through refinement, not expansion. Understanding who the platform served (and how) became as important as the technology itself.
Discovering gaps in unexpected places
One of the most important lessons came not from doctors, but from pharmacists.
Pharmacies occupy a unique position within healthcare systems. They are often the first point of contact for patients unable to access medical appointments, and they operate at the intersection of clinical care and community access.
The Raiqa Health team began engaging directly with pharmacists to understand how often patients sought help when GP appointments were unavailable. Their answers confirmed what clinicians already suspected.
Pharmacists regularly encountered patients who needed prescriptions, advice, or consultations, but could not secure appointments.
“We asked them whether patients come in and say they can’t see their GP?” Dr Mukkamala explains. “Every pharmacist we spoke to said that patients came in needing scripts, but unable to get appointments with their GPs in time.”
This insight led to another iteration, and the team introduced QR code access points within pharmacies, allowing patients to connect directly with Raiqa’s consultation platform.
“Now, if patients want a consultation online, they can scan the QR code from the pharmacy and it can automatically open up the Raiqa booking system,” he says. Within weeks, pharmacies across the country began participating.
Hitting 100 pharmacies carrying Raiqa’s QR code was a milestone proving the MVP, but it also revealed something deeper. Iteration in healthcare is both technical and behavioural, and even when solutions exist, adoption takes time.
Patients must trust them, clinicians must believe in them, and systems must adapt around them.
The hidden constraints shaping healthcare innovation
As Raiqa Health expanded, the team encountered structural realities that no product design could immediately overcome.
Regulatory frameworks require formal approval processes, and Primary Health Networks rely on tender systems that prioritise established providers. Medicare funding rules also limit reimbursement for consultations without existing clinical relationships.
These are institutional barriers, not technical ones. ‘The regulatory framework is tight to squeeze into,’ Dr Mukkamala says. Healthcare innovation must operate inside these structures, adapting to their constraints rather than bypassing them, and this reality forces startups to move differently.
Iteration becomes not just a development process, but a survival strategy, and solutions must evolve continuously in response to feedback, regulation, and user behaviour.
Progress measured in individual impact
Despite the uncertainty, Raiqa’s development has already delivered measurable outcomes.
Hundreds of patients have used the platform, and some live in locations where healthcare access remains limited. For Dr Mukkamala, these interactions represent the clearest validation of the journey.
“Out of the consultations I’ve done myself, around 50 per cent were from rural locations where the nearest doctor is at least 100 kilometres away,” he says.
These moments confirm that iteration, even when slow and uncertain, can produce meaningful change and reinforce the importance of persistence.
Healthcare innovation rarely succeeds through a single breakthrough. It succeeds through continuous adjustment, guided by the realities of those it serves. Within this framework, iteration is a mindset, not just a method.
Raiqa Health’s journey illustrates something that frontline professionals understand instinctively. Solutions rarely arrive fully formed. They emerge through exposure, feedback, and adaptation, and evolve though setbacks, pivots, and persistence. Importantly, they are shaped most effectively by those closest to the problem.
For both Dr Nimmala, who is Raiqa Health’s CEO and Chief Medical Officer, and Dr Mukkamala, who has taken on the roles of Chief Branding Officer and Chief Growth Officer, building Raiqa Health has been less about technology and more about the responsibility to respond to a problem they witnessed firsthand.
The platform continues to evolve, but its direction remains clear: to build something, based on reality, that continues iterating until access improves for the people who need it most.
