Layrd
Entrepreneur First '26Bangalore, IN · Founded 2026 · 1 known investors
Layrd provides an automated service that performs clinical and administrative work inside a medical practice's existing EMR, including fax and document triage, pre-visit chart preparation, and medical coding. It is aimed at independent physician practices across specialties such as internal medicine, cardiology, and OB/GYN in the US.
Also known as Layrd, Inc.
Founders & leadership
Layrd was founded in 2026 by Tejasvi Chebrolu, Abhijit Manatkar, and Tattvam Nair.
Investors · 1
Company profile
researched Aug 2026Layrd, Inc. is a Delaware corporation offering an AI-based software-as-a-service platform for independent medical practices that performs clinical and administrative work inside the EMR the practice already uses, so that staff are not asked to operate a separate system. The company describes three live capability areas. The first is automated fax and document triage: inbound documents from e-fax lines, hospital, lab, imaging and insurance portals, email, peer-to-peer/Direct and uploads are read on arrival around the clock, matched to the correct patient, labeled according to the practice's own rules, filed in the EMR and routed to the responsible person, with abnormal or actionable items flagged; referrals for new patients generate new charts. The second is pre-visit chart preparation, in which the system reconstructs everything that has occurred since the patient's last encounter and drafts the visit note in the individual clinician's charting style, learned from thousands of that clinician's signed notes, with each line citing its source document and notes available multiple days in advance. The third is coding and analytics, described as now live, covering evaluation and management coding with medical decision-making justification, HCC mapping, care gap closure and practice-wide dashboards, generated as the note is written.
Additional platform features listed include outbound faxing, an ambient scribe, patient and physician notifications, and custom per-practice workflows. The terms of service describe the platform as using machine learning and natural language processing to extract, organize and present clinical information from electronic health records, faxed documents, scanned files and other unstructured sources, and include a business associate agreement; the same document states the services are limited to licensed healthcare providers and their authorized personnel and are not intended to provide medical advice, diagnosis or treatment recommendations, with all clinical decisions remaining with qualified professionals.
Layrd is listed in the Entrepreneurs First portfolio directory. Note that a separate 3D-printing community also operating under the name "Layrd" (layrd3d.com) is an unrelated business.
Business model
Layrd sells a subscription service to medical practices at a flat monthly rate per clinician, with free setup, no per-document fees and no hidden charges, cancellable at any time, and offers a four-week free trial with no commitment. Packaging includes at least a "Document Triage" tier covering unlimited fax filing and lab flagging, alongside chart preparation and coding and analytics.
Recurring subscription revenue charged per clinician per month rather than per document processed.
Traction
The website states the product is in production today and cites operating metrics for documents triaged, triage accuracy, patient visits charted and note edit rate, though the numeric values are not legible in the fetched page. It claims 2 to 4 staff hours returned per day from document triage, 12 to 16 physician hours returned per week from chart preparation, and one full-time employee returned per four to five physicians from fax triage alone. Two case studies are published: a 40-physician primary care group in Florida (16 April 2026) and a solo rheumatologist in Houston using eClinicalWorks (17 July 2026).
Latest developments
Coding and analytics is flagged as "now live" on the website. The most recent published case study is dated 17 July 2026, and the customer terms of service carry an effective date of December 2, 2025.
▸Full profile — market position, technology, go-to-market, geography, history, risks & controversies
Market position
Positioned as an in-EMR service layer for independent practices that absorbs the full document, charting and coding workflow rather than a standalone application requiring staff adoption; the company frames the offering as equivalent to a physician assistant, document clerk and coding team combined. Named EMR environments include Elation Health and eClinicalWorks.
Work is performed inside the practice's existing EMR with bidirectional integration so no new system is introduced to staff; routing rules are learned from the practice rather than replaced; notes are written in each clinician's own style with line-level source citations; coding is produced simultaneously with the note and cited back to the chart; pricing is flat per clinician with free setup and no per-document fees.
Technology
The platform applies machine learning and natural language processing to extract, organize and present clinical information from EHRs, faxed documents, scanned files and other unstructured sources. It maintains direct bidirectional integrations with EMR systems, and provides document extraction and processing, clinical documentation assistance, reporting and analytics, user management and administrative tools, and APIs for system integration. Note drafting is style-adapted per clinician from prior signed notes, and outputs carry per-line citations back to source documents; coding output is derived from the generated note.
Go-to-market
Direct sales through demo bookings on the company website, supported by published customer case studies. Onboarding friction is reduced by free setup, direct bidirectional EMR integrations, a four-week no-commitment trial and cancel-anytime terms, with the positioning that no staff member has to learn a new system.
Independent physician practices in the United States, ranging from solo clinicians to multi-physician groups (a cited case study involves a 40-physician primary care group). Listed specialties include internal medicine, family medicine, gastroenterology, cardiology, rheumatology, endocrinology, nephrology, pulmonology, neurology, infectious disease, hematology and oncology, dermatology, psychiatry, OB/GYN, urogynecology, urology, general surgery, orthopedic surgery and otolaryngology. Use is restricted contractually to licensed healthcare providers and their authorized personnel.
Geography
Serves medical practices in the United States, with referenced customers in Florida and Houston, Texas. Layrd, Inc. is a Delaware corporation with its principal place of business in the United States, and Entrepreneurs First lists the company under its Bangalore location filter set.
History
Sources establish Layrd, Inc. as a Delaware corporation whose customer terms of service took effect on December 2, 2025, and which appears in the Entrepreneurs First portfolio directory. Published case studies dated April and July 2026 indicate live customer deployments during 2026.
Risks & controversies
The terms of service disclaim any guarantee of uninterrupted or error-free service and reserve the right to modify, suspend or discontinue the services at any time. Output must be reviewed and validated by qualified healthcare professionals before clinical reliance, and the company states it does not practice medicine. Operating on protected health information inside EMRs requires a business associate agreement and HIPAA-related compliance obligations. A separate, unrelated company using the Layrd name in 3D printing creates potential brand confusion. No controversies were reported in the sources.
Compiled by commissioned research from 7 cited public sources — announcements, filings, and press listed under research sources below.
Key figures
latest reportedCompany-reported or press-reported figures, each dated to when it was claimed — not independently audited.
Timeline · 4
launches, deals, and filingsLayrd published a customer case study dated 17 July 2026 describing a solo rheumatologist in Houston cutting chart preparation by more than half, with faxes filed into eClinicalWorks and visits precharted in her style.
Layrd published a customer case study dated 16 April 2026 describing a 40-physician primary care group in Florida that no longer reviews its fax queue and receives pre-visit charts written in its clinicians' style.
The company's website lists a Coding & Analytics capability as "now live," producing E&M coding with medical decision-making justification, HCC mapping, care gap closure and practice-wide dashboards as the visit note is written.
Layrd, Inc., a Delaware corporation, published customer Terms of Service incorporating a Business Associate Agreement with an effective date of December 2, 2025, governing use of its AI chart preparation and clinical documentation platform by healthcare providers.
Dated company events from announcements, filings, and press; legal rows summarize public dockets and regulator releases.
▸Research sources · 7
primary sources listed
- Layrdthelayrd.com · web
7 public sources were cited for this profile; the first-party ones are listed here.
Frequently asked questions
- What does Layrd do?
- Layrd runs a physician practice's fax triage, pre-visit chart prep and coding inside the practice's existing EMR.
- Who founded Layrd?
- Layrd was founded by Tejasvi Chebrolu, Abhijit Manatkar, Tattvam Nair in 2026.
- Who are Layrd's investors?
- Layrd's investors include Entrepreneur First.
- Where is Layrd headquartered?
- Layrd is headquartered in Bangalore, IN.