About Dmand AI
Launcheazy IncFounded 2023San Jose, California
Dmand AI ties healthcare buyers to the sites of care where they work
Dmand AI is a healthcare sales intelligence and outbound platform for teams that sell into US healthcare. This is why we built it and where it is going.
01 · The problem
About Dmand AI
Sales databases file healthcare people by email domain, not by where they work
A nurse manager at a satellite clinic writes from the health system’s email domain. Most databases file her at headquarters, miles from the clinic where she works.
Healthcare data vendors mapped the facilities but stopped short of the people, and none of them ran outreach. Teams paid for three tools and still could not see who decides at a given clinic.
Illustration. Organizations and roles are invented.
02 · What we built
About Dmand AI
Dmand AI files every person under the site of care where they work
Search them, get verified contacts through healthcare waterfall enrichment and run outreach from the same product, with one login.
7.4M+
HCPs, each tied to the sites of care where they practice
11M+
Healthcare executives at health systems, hospitals and medical groups
997K+
Sites of care, from hospitals and clinics to solo practices
Source: Dmand AI database, published October 12, 2026. Illustration above: invented organizations and roles.
03 · Our mission
About Dmand AI
We map US healthcare the way it actually works, from health system to site of care, and give the teams who sell into it one place to research it1, understand it2 and reach it3.
Research it: find the health systems, hospitals, clinics and practices that fit what you sell.
Understand it: see how each one is organized, from the health system down to the site of care, and who works where.
Reach it: find the decision makers at each site and contact them from the same product.
The context layer · All states
United States
- hospitals
- 6.2K+
- staffed beds
- 774K+
- HCPs
- 7.4M+
Dmand AI database, updated October 28, 2026
See every US hospitalThe map: hospitals in each state, with staffed beds and HCPs, from the Dmand AI database.
04 · Where we are going
About Dmand AI
Our vision is the Actionable Healthcare Graph: the context layer every team and AI agent uses to research, understand and reach US healthcare
The context layer is live in the Dmand AI app and in Claude today. ChatGPT, Gemini and your own agents are in early access.
See the context layerStep 1
Collect the records
Public records such as the NPPES NPI Registry and CMS files, public websites and licensed business data come into one place and are refreshed every month.
Specification
- NPPES NPI Registry and CMS files
- Public websites
- Licensed business data
- Refreshed every month
Step 2
Tie people to the places they work
Every HCP and executive is tied to the sites of care where they work, not to the email domain of a headquarters.
Specification
- HCPs at the sites where they practice
- Executives at the organizations they lead
- Affiliations kept current
Step 3
Map the org hierarchy
Every hospital, medical group and site of care sits under the health system that runs it, so you see how an organization is really built.
Specification
- Health systems and IDNs
- Hospitals and medical groups
- Sites of care under each one
- The people at each site
Step 4
Enrich contacts and watch for change
Healthcare waterfall enrichment finds verified emails and direct dials for the people you pick, and buying signals flag when an account changes.
Specification
- Waterfall contact enrichment
- Emails and direct dials
- Buying signals from 100+ sources
Step 5
Put it to work for teams and AI agents
Your team uses the graph in the Dmand AI app. AI agents use it as their context layer: in Claude today, and in ChatGPT, Gemini and your own agents in early access.
Specification
- The Dmand AI app
- Claude, through the MCP connector
- ChatGPT, Gemini and your own agents, in early access
Diagram: how the Actionable Healthcare Graph is built, drawn by hand.
Masthead
About Dmand AI
Dmand AI is built by Launcheazy Inc in San Jose and backed by z21 Ventures, Mucker Capital and two of Innovaccer’s co-founders
Our investors
Kanav Hasija and Sandeep Gupta co-founded Innovaccer, the healthcare data company. Three of Dmand AI’s co-founders worked at Innovaccer before starting Dmand AI.
Raj Shekhar Singh
Co-founder and General Partner
z21 Ventures (opens in a new tab)
Jon Broscious
Partner
Mucker Capital (opens in a new tab)
Kanav Hasija
Co-founder, Innovaccer. Now co-founder and CEO, Meltplan
Angel investor
Sandeep Gupta
Co-founder and COO, Innovaccer
Angel investor
Dmand AI at a glance
- Company
- Launcheazy Inc, doing business as Dmand AI
- Founded
- 2023. Dmand AI launched in December 2024
- Headquarters
- San Jose, California
- Mailing address
- 360 S Baywood Ave, San Jose, CA 95128
- Write to us
- hello@dmand.ai
- Product
- app.dmand.ai
FAQ
About Dmand AI
Questions people ask about Dmand AI as a company
Can’t find your question? Email hello@dmand.ai or see the Contact page.
What is Dmand AI?
Dmand AI is a healthcare sales intelligence and outbound platform. Teams that sell into US healthcare use it to find HCPs, executives and sites of care, see where each site sits inside its health system, get verified contact details and run outreach from one login.
Which company makes Dmand AI?
Launcheazy Inc, a Delaware corporation headquartered in San Jose, California. Dmand AI is the name the company does business under and the name of the product at app.dmand.ai.
When was Dmand AI founded?
Launcheazy Inc was founded in 2023. The Dmand AI platform launched in December 2024.
Who invests in Dmand AI?
Dmand AI raised a pre-seed round from z21 Ventures and Mucker Capital. Two of Innovaccer’s co-founders invested as angels: Kanav Hasija, now co-founder and CEO of Meltplan, and Sandeep Gupta, co-founder and COO of Innovaccer. Three of Dmand AI’s co-founders worked at Innovaccer before starting Dmand AI.
What is Dmand AI’s mission?
To map US healthcare the way it actually works, from health system to site of care, and give the teams who sell into it one place to research it, understand it and reach it.
Where is Dmand AI based?
San Jose, California. The mailing address is 360 S Baywood Ave, San Jose, CA 95128. Dmand AI serves teams selling into the United States.
Who uses Dmand AI?
Teams that sell into US healthcare: Health IT and services vendors, healthtech and digital health companies, and medical staffing and recruiting firms. Also consultants and agencies, MedTech and medical supply companies, and pharma, biotech and CRO teams.
Where does Dmand AI’s data come from?
Public records such as the NPPES NPI Registry and CMS files, public websites, and licensed business data. Dmand AI connects them into one org hierarchy and refreshes them every month. How our data is built names each source.
Can I remove my profile from Dmand AI?
Yes. Healthcare professionals and executives can remove or correct their profile, get a copy of it, or opt out of sale and sharing in the Privacy Center. Removals are done within 45 days of receipt, often sooner.
See it on your own accounts
Search US healthcare the way it is organized, free for 30 days
Open any health system’s org hierarchy, find the people at each site of care and enrich their contacts. Self-serve, no credit card.
- 30 days free
- Self-serve
- No credit card