Skip to content
‹ Back to IndustriesProfessional AV

QumulusAI Provides A Clear Roadmap for Scaling AI Platforms to Thousands of Users

The article discusses the challenges and solutions related to scaling AI platforms to support thousands of users. It emphasizes the need for infrastructure planning and clear roadmaps. Mazda Marvasti, CEO of Amberd, highlights the importance of collaboration with QumulusAI for successful scaling.

This story was produced through MarketScale. See how Professional AV teams put it to work with Customer Stories & Case Studies.

Promoted content from QumulusAI on MarketScale.

By Qumulusai · Ai ScalabilityAmberdMazda MarvastiQumulusai
Share

Key takeaways

01

Scaling AI platforms raises questions about expanding and supporting more users.

02

Expansion often requires deployments in multiple data centers and regions.

03

Mazda Marvasti emphasizes the necessity of having a clear scaling path.

Free workspace

Turn your Professional AV expertise into content.

Record interviews, organize footage, and write with AI on a free trial of the MarketScale platform for qualifying companies. No demo required, no credit card.

Try it Free

Scaling AI platforms can raise questions about how to expand across locations and support higher user volumes. Growth often requires deployments in multiple data centers and regions.

Mazda Marvasti, the CEO of Amberd, says having a clear path to scale is what excites him most about the company's current direction. He notes that expanding across different environments would be difficult without a defined plan. Through its work with QumulusAI, Amberd now has a clear roadmap for scaling its platform. Marvasti says that the roadmap will support a new line of business in 2026 designed to serve hundreds to thousands of users without performance issues.

The roadmap will support a new line of business in 2026 designed to serve hundreds to thousands of users without performance issues.
— Mazda Marvasti, CEO at Amberd

Video TranscriptExpand ↓

So what excites me the most is having a path towards scalability. I wouldn't know how to scale this thing. I got to go to multiple data centers. I got to figure out different things. I got to do different deployments in different locations. Inside of Cumulus, I have a clear roadmap on how to scale. And that's a line of business that we're going to be introducing in twenty twenty six. So what excites me the most is having a path towards scalability of hundreds to thousands of simultaneous users using our system without any issues.

Part of this channel

QumulusAI

News, updates, and expert insights from QumulusAI.

Visit the channel

Your experts belong here

Every story in MarketScale Professional AV starts with a company putting its integrators, design engineers, and product specialists on the record. Buyers are already reading this topic. The only question is whose experts they find.

When a spec writer or facilities lead searches this category, your integrators are what they find instead of a competitor.

Book DemoSee how it works15 minutes, straight to a calendar.

About the author

Q
Qumulusai
B2B Weekly

The week in Professional AV, and sixteen other industries, every Monday.

Ten stories, one-line takes, five minutes. Free.

Professional AV: are you visible to AI?

Before they reach out, Professional AV buyers ask AI engines which vendors to trust. Explore how your experts, customers, and partners can become useful content for buyers and AI search.

Free Trial

You just read one Professional AV expert. Your company is full of them.

This article was produced through MarketScale. The same platform turns your integrators, design engineers, and product specialists into the articles, video, and social content Professional AV buyers are searching for. Start a free trial and see it with your own people. For qualifying companies, no credit card, no demo required.

NPS +73 · 1,000+ creators · 38+ countries

What your free trial includes

Hands-on access to the MarketScale platform
Media requests to your crowd, remote recording, AI writing tools
No demo required. No credit card.
For qualifying companies. Company confirmation required.

More Professional AV Insights

Neat says Zoho Cliq joins Neat Open Apps on Neat devices

Neat says Zoho Cliq joins Neat Open Apps on Neat devices

Zoho Cliq has joined the Neat Open Apps ecosystem. According to Business Wire, the integration runs across Neat’s Generation 2 device portfolio and is centrally managed through Neat Pulse.

  • 01According to Business Wire, Zoho Cliq is joining the Neat Open Apps ecosystem, and Neat said it is the first hardware partner to support Zoho Cliq.

Sep 22, 2026

AV Access AnyCo V100 offers 100W charging, 1GbE and 4K@60 sharing over one USB-C

AV Access AnyCo V100 offers 100W charging, 1GbE and 4K@60 sharing over one USB-C

AV Access says the AnyCo V100 video bar is now available. The company says one USB-C cable connects a laptop to the camera, microphones and speaker, while also supporting screen sharing up to 4K@60Hz 4:4:4 on compatible USB-C hosts, 1Gbps wired networking and up to 100W charging.

  • 01According to AV Access’ Sept. 15 Business Wire release, one USB-C cable can connect a laptop to room AV, screen sharing, wired networking and laptop charging.
  • 02AV Access says the same USB-C cable supports screen sharing up to 4K@60Hz 4:4:4 on compatible USB-C hosts, provides 1Gbps wired network access and delivers up to 100W charging.
  • 03AV Access says 4K@60Hz 4:4:4 screen sharing is supported on compatible USB-C hosts, and that the same USB-C connection can deliver up to 100W charging.

Sep 22, 2026

End users made up 37% of InfoComm 2026's 28,132 attendees

End users made up 37% of InfoComm 2026's 28,132 attendees

AVIXA reports InfoComm 2026 drew 28,132 verified attendees from 94 countries to Las Vegas, with end users making up 37%. Microsoft and Cisco keynotes centered on AI agents for the meeting room. For enterprise workplace and IT teams, the June attendance mix and cross-platform AI pitches are timely as fall buying decisions approach.

  • 01A 37% end-user share at a pro AV trade show is a usable benchmark: more than one in three badges belonged to organizations that deploy the equipment, suggesting exhibitors may be demoing more directly to customers.
  • 02A sharper question to put to a collaboration vendor before the demo is which platform an AI meeting feature actually runs on. According to AVIXA, Cisco framed intelligent systems and open collaboration ecosystems as working across platforms including Microsoft Teams, Google Meet and Zoom, while Microsoft tied its voice agents to Teams Phone and Teams Rooms.
  • 03The 170-meter Cat5e reach BZBGEAR's Matt Richards cited to CE Pro for the XTREME-PRO, part of the XLink-ONE family that took Best of Show at InfoComm 2026 from AV Technology, is a manufacturer spec, not an independent test; for facilities with runs past 100 meters it is worth a bench check before fiber is designed out.

Sep 18, 2026

Explore More Professional AV Insights

Read more expert perspectives from across Professional AV.

Browse Professional AV Hub

About the Experts

Q
Qumulusai
MM

Mazda Marvasti is the CEO of Amberd. He is focused on expanding AI platforms across different environments and ensuring scalability for thousands of users. He collaborates with QumulusAI to develop a clear roadmap for growth.

For B2B teams

Your experts could be publishing here

Stories like this one run on content MarketScale captures from real practitioners. See how your team's expertise becomes coverage in Professional AV and beyond.

Book a Demo

Or call us. No forms required. We pick up. 214-945-2512