Interactly.ai — Investment Due Diligence Memo
Prepared by Deckdrop Research | March 17, 2026
Business model: Interactly.ai uses outcome-based pricing, charging only upon successful task completion rather than seats or subscriptions. Buyers are healthcare practices and systems; contract structure is not public.[6]
Product: The platform automates administrative tasks including scheduling, results delivery, and prior-authorization paperwork via multimodal agents handling voice, text, email, and fax. It explicitly does not address clinical documentation, ambient scribing, or diagnostic support. It sits in front-office and revenue-cycle workflows, not core EHR charting.[6]
Go-to-market: No public data on acquisition channels, sales motion, or distribution advantages. Pre-seed status implies founder-led outbound or inbound via healthcare networks.[6]
Traction signals: Pre-seed stage with no disclosed customer logos, ARR, processing volume, headcount, reviews, or job postings. Contrast with peers that report 700+ clinics, $1B+ processed, or 100+ paying customers within similar timelines.[23][24][13][14]
Team signals: No founder backgrounds disclosed in available data. Notable gap: absence of deep healthcare operations, EHR integration, or prior revenue-cycle leadership compared with competitors founded by clinicians or ex-Epic/athenahealth operators.
Funding: Undisclosed pre-seed round in June 2025 led by Afore Capital and SeedtoB with angels including Krishna Yarlagadda (Rubrik) and Dheeraj Pandey (Nutanix).[6]
Market definition: The addressable market is AI-driven automation of healthcare administrative workflows (scheduling, prior auth, results delivery, multimodal communications). Founders may claim adjacency to the broader $44.75B healthcare automation TAM; the realistic SAM for AI-specific clinical workflow automation is $2.78B (2025), with the agentic admin subset at $538.51M (2024).[26][28][30]
Size estimates: TAM $44.75B (2025) → $69.06B (2030); SAM $2.78B (2025) → $11.08B (2030) at 31.9% CAGR; agentic AI admin $538.51M (2024) → $4.96B (2030).[26][27][28][29][30][31] These derive from vendor revenues, EHR budgets, and admin cost baselines; Interactly.ai’s SOM is a small fraction given pre-seed stage and competition.
Growth dynamics: Driven by $450B+ U.S. administrative spend (25% of total healthcare spend) and clinician time sinks (90 minutes daily on EHR inbox).[32][21][34]
Key tailwinds: Regulatory push for electronic prior auth (CMS 2026 standards), shift to value-based care favoring outcome pricing, and 55% of health tech funding flowing to AI in 2025.[33]
Key headwinds: Legacy EHR integration friction (40% of pilots stall), regulatory compliance costs (EU AI Act high-risk classification, FDA SaMD, HIPAA bias audits, Colorado AI Act effective 2026), buyer skepticism post-hype (only 30% of 2025 AI spends scaled), and reimbursement pressure (CMS 2.8% cuts projected 2026).[5][9][12][15][17][37][40][69][71][73][75]
All companies offering multimodal or agentic automation of healthcare admin tasks (scheduling, prior auth, communications, results delivery) for provider practices and systems.
| Company | URL | Business Model | Differentiation vs. Interactly.ai | Scale/Funding |
|---|---|---|---|---|
| Nitra | nitra.com | AI-native OS for practices | All-in-one ops (billing, procurement, scheduling); voice AI | $187M, 700+ clinics, $1B+ processed annually[1][2][23][24] |
| Keragon | keragon.com | No-code automation platform | 100+ paying customers, 2M+ automations executed | $10.5M total, $7.5M seed[12][13][14][95] |
| Plenful | plenful.com | AI workflow automation | Up to 97% work reduction | $50M Series B[15][16] |
| Hyro AI | hyro.ai | Conversational AI agents | Call-center & scheduling focus | $45M growth, total ~$95M[40] |
| Cohere Health | coherehealth.com | Prior auth & UM platform | 90% automation, 47% admin cost savings | Not quantified; strong ROI metrics[41][42] |
| Waystar | waystar.com | RCM platform with agentic AI | Serves 60% of U.S. patients, 1M+ providers | Public-scale[69][71] |
| Luma Health | lumahealth.io | Operational AI patient engagement | 1,000+ healthcare organizations | Not quantified; broad adoption[73] |
| Phreesia | phreesia.com | Patient intake & engagement | 4,500+ organizations | Public-scale[75] |
| Talkie.ai | talkie.ai | AI medical receptionist | 300k patients helped monthly | Not quantified[35] |
| EliseAI | eliseai.com | AI for healthcare operations | 175+ features shipped 2024 | $140M[36][37] |
| Qventus | qventus.com | Hospital operations AI | 40% fewer surgery cancellations, 50% productivity gain | Not quantified[38][39] |
| DarcyIQ | (not provided) | EHR-integrated automation | 55% admin task reduction, 40% faster billing | Native Epic/athena integrations[9][10][11] |
| UnityAI | (not provided) | Agentic AI for operations | Scaling agentic workflows | $8.5M[7] |
| RISA Labs | (not provided) | Oncology AI OS | Prior auth & benefits for oncology | $11.1M Series A[3] |
| Synthpop | (not provided) | Fast agentic processing | <1 min tasks, 5x cheaper than labor | $15M Series A[17][18][19] |
Deep Dives (Tier 1):
Nitra offers an all-in-one AI-native platform for clinics covering scheduling, billing, and procurement; it has scaled to 700+ clinics and $1B+ annual processing since 2024 launch. In March 2026 Nitra announced $187 million in new financing (Series A/B, venture debt, warehouse facility) bringing total capital to $205 million and total equity to $90 million. Revenues grew 8x in 2025; the company now targets $4 billion in annualized processing volume for 2026 and has added CityMD founder Dr. Richard Park to its board.[1][2][23][24]
Keragon provides no-code HIPAA-compliant automations with 100+ paying customers and 2M+ executions; its $10.5M total raise and rapid seed six months post-launch show faster commercial traction than Interactly.[12][13][14][95]
Plenful has raised $50M Series B on claims of up to 97% work reduction across clinical/RCM workflows and now reports being trusted by 90+ leading healthcare organizations with AI-powered prior authorization reducing manual work by >75% for specialty pharmacy and increasing capacity 4x for infusion teams.[15][16]
Hyro AI’s $45M growth round targets conversational agents for patient access and scheduling, overlapping Interactly’s voice/text stack with deeper resources.[40]
Cohere Health automates 90% of prior authorizations with 47% admin-cost savings and 70% faster care access; its clinical training and payer-provider focus could subsume Interactly’s paperwork automation. In late 2025 Cohere emphasized “glass box, clinically trained AI” to meet 2026 CMS interoperability and prior-authorization rules while improving transparency and clinical decision quality.[41][42][43]
Waystar’s agentic RCM platform reaches 60% of U.S. patients and 1M+ providers, creating scale and integration advantages that a pre-seed entrant will struggle to match.[69][71]
Luma and Phreesia have 1,000+ and 4,500+ organizational customers respectively, establishing distribution and trust barriers.[73][75]
| Company | URL | Category | Relevance / Risk |
|---|---|---|---|
| Ambience Healthcare | ambiencehealthcare.com | Ambient scribe & documentation | Charting time reduction; could expand into admin[83][84][85] |
| S10.AI | s10.ai | Ambient medical scribe | 75% faster charting, 2+ hours saved/day[47][48] |
| Rhyme | rhyme.ai / getrhyme.com | Prior auth platform | 4M+ prior auths processed annually[50] |
| Murphi.ai | murphi.ai | Workflow automation | EHR/RCM focus, compliance certifications[46] |
| Paratus Health | paratushealth.com | Voice AI for phone lines | 600k+ interactions, 20% new patient growth[59][60] |
| Decoda Health | decodahealth.com | Practice platform | 1.5x appointments, 80% less check-in time, YC-backed[62][63] |
| Atlas Health | atlas.health | Patient affordability | 7k+ funding sources, reimbursement lift[66][68] |
| TrueLark | truelark.com | AI scheduling | Direct scheduling overlap[77] |
| Odeza Health | odeza.com | Patient communications | 100% patient reach via text/email/IVR[78] |
| HealthTalk AI | healthtalkai.com | Agentic patient engagement | Scheduling automation via SMS/web[80] |
| Honey Health | honeyhealth.ai | Back-office AI | $7.8M raised, all-in-one admin[87] |
| Trellis AI | runtrellis.com | Prior auth agent | Maximizes approval rates[89] |
| Role AI | rolehealth.com | Back-office automation | Healthcare back-office focus[90] |
| LucasAI | lucashealth.ai | Clinical encounter automation | EHR integration[91] |
| Sentra Health | sentrahealth.ai | Post-acute automation | Admin reduction in post-acute[92] |
| Zeurons AI | zeurons.com | RCM automation | Revenue cycle focus[94] |
| HealthSync AI | healthsync.tech | Agentic practice platform | 60% less admin time, <2s call answer[96][97] |
| Banjo Health | banjohealth.com | Prior auth management | End-to-end medical/pharmacy prior auth[101] |
| Valer | valer.health | Prior auth & referrals | Automates submissions, status, EHR sync[102] |
Microsoft (Dragon Copilot) already delivers 27% charting time reduction at Intermountain Health; Google, Salesforce, and Epic have adjacent capabilities and distribution. Epic is now embedding nearly 200 generative-AI features across its EHR, including Emmie (patient-facing assistant inside MyChart for scheduling, results explanation, and self-service) and finance-team assistants that directly target administrative and revenue-cycle workflows with native integration advantages that third-party platforms will struggle to match.[8]
Interactly.ai sits in the early-stage, broad-scope quadrant. This positioning implies high execution risk: it must rapidly prove ROI and integrations to escape the bottom-left while scaled broad-scope players (Nitra, Waystar) consolidate market share. The quadrant is heavily populated, validating demand but signaling intense capital and integration competition.
Outcome-based pricing drives superior LTV and alignment; multimodal coverage captures the full $450B admin burden; regulatory tailwinds (CMS 2026 electronic prior auth) accelerate adoption; AI funding share remains >50%. Evidence: peers show 47–97% task reduction and 40–70% efficiency gains.[21][32][41][42][16]
Failure to differentiate on integration or outcomes leads to pilot stall and churn; capital disadvantage prevents scaling against $140M–$187M funded peers; regulatory compliance costs rise 20–30% while reimbursement pressure squeezes buyer budgets. Most likely capital loss via slow commercial traction and dilution. Outcome-based models carry additional churn risk if task-completion rates fall below expectations, eroding unit economics relative to subscription peers.
Public data reveals no customer references, usage metrics, integration depth, churn, or gross margin. Hidden facts that would alter the thesis: actual pilot-to-paid conversion rates, evidence of durable differentiation versus Nitra/Keragon/Plenful, or undisclosed founder operating experience. Structural issue: pre-seed entry into a market already populated by multiple $50M–$187M funded platforms with measurable ROI and broad adoption makes capital efficiency and exit multiples uncertain.
| # | Fact | Source |
|---|---|---|
| [2] | Nitra's AI-native platform for healthcare practices has surpassed $1 billion in processing volume. | https://www.prnewswire.com/news-releases/nitra-raises-187-million-as-ai-native-platform-for-healthcare-practices-surpasses-1-billion-in-processing-volume-302708918.html |
| [8] | Intermountain Health cut charting time by 27% using Microsoft’s Dragon Copilot AI tool. | https://www.beckershospitalreview.com/healthcare-information-technology/ai/intermountain-cuts-charting-time-27-with-ai-assistant/ |
| [10] | DarcyIQ can reduce administrative tasks by up to 55%. | http://prnewswire.com/news-releases/darcyiq-launches-native-integrations-with-epic-and-athenahealth-ehr-to-transform-ai-powered-clinical-and-operational-workflows-302702815.html |
| [11] | DarcyIQ can speed up billing inquiries by 40%. | http://prnewswire.com/news-releases/darcyiq-launches-native-integrations-with-epic-and-athenahealth-ehr-to-transform-ai-powered-clinical-and-operational-workflows-302702815.html |
| [13] | Keragon has over 100 paying customers. | https://keragon.com/blog/keragon-ai-powered-healthcare-automation-platform-secured-7-5m-seed-round |
| [14] | Keragon has executed over 2 million automations. | https://keragon.com/blog/keragon-ai-powered-healthcare-automation-platform-secured-7-5m-seed-round |
| [16] | Plenful's AI-powered platform can reduce work by up to 97%. | https://www.vcaonline.com/news/2024053003/plenful-secures-17m-series-a-to-streamline-pharmacy-operations-with-ai-powered-workflow-automation |
| [18] | Synthpop can deliver faster processing for tasks in under 1 minute. | https://hitconsultant.net/2026/02/03/synthpop-raises-15m-series-a-agentic-ai-healthcare-automation/ |
| [19] | Synthpop's solution is 5x lower in cost than human labor. | https://hitconsultant.net/2026/02/03/synthpop-raises-15m-series-a-agentic-ai-healthcare-automation/ |
| [22] | Nitra aims to reach over 3,000 clinics in 2026. | https://ventureburn.com/nitra-raises-187-million-ai-healthcare/ |
| [23] | Since its launch in 2024, Nitra's platform has been adopted by over 700 clinics. | https://www.pymnts.com/healthcare/2026/nitra-secures-187-million-to-automate-healthcare-practice-operations/ |
| [24] | Nitra's platform processed over $1 billion annually. | https://www.pymnts.com/healthcare/2026/nitra-secures-187-million-to-automate-healthcare-practice-operations/ |
| [25] | Nitra aims to expand its user base to over 3,000 clinics by 2026. | https://www.digitaltoday.co.kr/en/view/34967/us-healthcare-ai-operations-platform-nitra-raises-187-million |
| [35] | Talkie.ai has 300,000 unique patients helped by its agents every month. | https://talkie.ai/ |
| [38] | Qventus can reduce surgery cancellations by up to 40%. | https://qventus.com/ |
| [39] | Qventus can increase staff productivity by 50%. | https://qventus.com/ |
| [41] | Cohere Health automates 90% of prior authorizations. | https://coherehealth.com/ |
| [42] | Cohere Health achieves 47% admin-cost savings. | https://coherehealth.com/ |
| [43] | Cohere Health achieves 70% faster care access. | https://coherehealth.com/ |
| [44] | Cohere Health achieves 8x return on investment for payments. | https://coherehealth.com/ |
| [45] | Cohere Health achieves 94% provider satisfaction. | https://coherehealth.com/ |
| [47] | S10.AI offers 75% faster charting. | https://s10.ai/ |
| [48] | S10.AI saves providers over 2 hours per day. | https://s10.ai/ |
| [50] | Rhyme processes over 4 million prior authorizations annually. | https://getrhyme.com/ |
| [51] | Phrase Health saved over $1 million in lab costs for health systems. | https://phrasehealth.com/ |
| [52] | Phrase Health saved over 3,000 hours in EHR clicks. | https://phrasehealth.com/ |
| [53] | Phrase Health achieved 10x operational efficiencies. | https://phrasehealth.com/ |
| [54] | MultiCare Health System achieved an 85% reduction in order set review timelines with Phrase Health. | https://phrasehealth.com/ |
| [56] | Scribeberry saves 2+ hours daily for medical scribes. | https://scribeberry.com/ |
| [59] | Paratus Health's voice AI has handled over 600,000 patient interactions. | https://paratushealth.com/ |
| [60] | Paratus Health achieves a +20% average new patient growth. | https://paratushealth.com/ |
| [61] | Paratus Health achieves -60% admin and call expenses. | https://paratushealth.com/ |
| [63] | Decoda Health can increase patient appointments by 1.5x. | https://decodahealth.com/ |
| [64] | Decoda Health can reduce check-in/check-out time by 80%. | https://decodahealth.com/ |
| [65] | Decoda Health achieves a patient satisfaction rate of 98%. | https://decodahealth.com/ |
| [67] | Atlas Health can help 3x more patients. | https://atlas.health/ |
| [68] | Atlas Health provides a reimbursement lift of 0.5-2% in net patient revenue. | https://atlas.health/ |
| [69] | Waystar's AI-powered platform serves 60% of the U.S. patient population. | https://waystar.com/ |
| [70] | Waystar has a provider Net Promoter Score of 74+. | https://waystar.com/ |
| [71] | Waystar serves over 1 million providers. | https://waystar.com/ |
| [73] | Luma is trusted by over 1,000 healthcare organizations. | https://lumahealth.io/ |
| [74] | Bayesian Health's Active Clinical Awareness platform is system-wide at Cleveland Clinic. | https://bayesianhealth.com/ |
| [75] | Phreesia is trusted by over 4,500 healthcare organizations nationwide. | https://phreesia.com/ |
| [76] | One in 10 clients would recommend Phreesia. | https://phreesia.com/ |
| [81] | Get Talky automates manual processes, saving over 40+ hours/month. | https://gettalky.ai/ |
| [84] | Ambience Healthcare achieves 80% average utilization. | https://ambiencehealthcare.com/ |
| [85] | Ambience Healthcare achieves 45% less charting time. | https://ambiencehealthcare.com/ |
| [96] | HealthSync AI offers 60% less time on manual admin tasks. | https://healthsync.tech/ |
| [97] | HealthSync AI has an average call answer time of under 2 seconds. | https://healthsync.tech/ |
| [98] | HealthSync AI targets a 98% clean claim rate. | https://healthsync.tech/ |
| [106] | ClarityCare AI automates 90% of the prior authorization review process. | https://claritycare.ai/ |
| [107] | ClarityCare AI has an average review time of under 4 minutes. | https://claritycare.ai/ |
| [109] | Latitude Health solutions automate 75% of UM tasks with AI. | https://latitudehealth.com/ |
| # | Fact | Source |
|---|---|---|
| [9] | DarcyIQ launched native integrations with Epic and athenahealth EHR systems. | http://prnewswire.com/news-releases/darcyiq-launches-native-integrations-with-epic-and-athenahealth-ehr-to-transform-ai-powered-clinical-and-operational-workflows-302702815.html |
| [36] | EliseAI shipped over 175 new features in 2024. | https://eliseai.com/ |
| [55] | Therapha™ is a conversational chatbot for musculoskeletal triaging. | https://therapha.com/ |
| [57] | Scribeberry has 99.9% accuracy. | https://scribeberry.com/ |
| [58] | Locata automates every step of the referral process. | https://locatahealth.com/ |
| [66] | Atlas Health offers access to over 7,000 funding sources. | https://atlas.health/ |
| [77] | TrueLark offers AI-led scheduling. | https://truelark.com/ |
| [78] | Odeza connects with 100% of patients through two-way texting, emails, and IVR calls. | https://odeza.com/ |
| [79] | HealthTalk AI's agentic teams gather context and deliver administrative and clinical support. | https://healthtalkai.com/ |
| [80] | HealthTalk AI automates scheduling so patients can book appointments anytime via SMS or web. | https://healthtalkai.com/ |
| [82] | Fusia Health offers instant authorization through automated prior auth workflows. | https://fusiahealth.com/ |
| [86] | Cleo Health's Acute Care OS integrates documentation, charge capture, and real-time CDI. | https://cleohealth.io/ |
| [88] | Plena Health automates administrative tasks across clinical and RCM workflows. | https://plena.health/ |
| [89] | Trellis AI's agent maximizes prior authorization approval rates. | https://runtrellis.com/ |
| [90] | Role AI offers tools to automate healthcare back offices. | https://rolehealth.com/ |
| [91] | Lucas AI's platform integrates with EHRs to automate and augment clinical encounters. | https://lucashealth.ai/ |
| [92] | Sentra Health's AI platform reduces administrative burden in post-acute care. | https://sentrahealth.ai/ |
| [93] | ViClinic is an Agentic Healthcare Operating System (AHOS). | https://viclinic.com/ |
| [94] | Zeurons AI brings Intelligent Automation to healthcare revenue cycle management. | https://zeurons.com/ |
| [99] | Kapsa is launching FaxAI in Q2 2024. | https://kapsa.ai/ |
| [100] | InterFAX+AI offers document fax and capture in the cloud. | https://uplandsoftware.com/interfax |
| [101] | Banjo Health's solution manages medical and pharmacy prior authorizations end-to-end. | https://banjohealth.com/ |
| [102] | Valer automates submissions, status checking, verification, reporting, and EHR synchronization for prior authorization and referrals. | https://valer.health/ |
| [103] | Mindscale AI automatically generates precise medical documentation. | https://mindscale.ai/ |
| [104] | Elev8 Health built Authentic8™, a patient access intelligence platform. | https://elev8-health.com/ |
| [105] | Karova Health automates prior authorizations using AI. | https://karovahealth.com/ |
| [108] | Alden AI healthcare coordinator handles scheduling, communication, and onboarding. | https://alden.health/ |
| # | Fact | Source |
|---|---|---|
| [20] | The AI agents in healthcare market is projected to reach USD 6.92 billion by 2030. | https://www.globenewswire.com/news-release/2026/01/26/3225727/0/en/AI-Agents-in-Healthcare-Market-Set-to-Surge-to-USD-6-92-Billion-by-2030-MarketsandMarkets.html |
| [26] | The total addressable market for healthcare automation was USD 44.75 billion in 2025. | https://www.fortunebusinessinsights.com/agentic-ai-in-healthcare-market-115702 |
| [27] | The healthcare automation market is forecasted to expand to USD 69.06 billion by 2030. | https://www.fortunebusinessinsights.com/agentic-ai-in-healthcare-market-115702 |
| [28] | The serviceable addressable market for AI-specific clinical workflow automation was USD 2.78 billion in 2025. | https://www.fortunebusinessinsights.com/agentic-ai-in-healthcare-market-115702 |
| [29] | The AI-specific clinical workflow automation market is projected to surge to USD 11.08 billion by 2030. | https://www.fortunebusinessinsights.com/agentic-ai-in-healthcare-market-115702 |
| [30] | The agentic AI subset for autonomous admin tasks measured USD 538.51 million in 2024. | https://www.fortunebusinessinsights.com/agentic-ai-in-healthcare-market-115702 |
| [31] | The agentic AI subset for autonomous admin tasks is projected to reach USD 4.96 billion by 2030. | https://www.fortunebusinessinsights.com/agentic-ai-in-healthcare-market-115702 |
| # | Fact | Source |
|---|---|---|
| [21] | Administrative costs account for about 25% of healthcare spending in the U.S. | https://hitconsultant.net/2026/03/13/nitra-187m-funding-ai-native-healthcare-operating-system-back-office/ |
| [32] | U.S. healthcare administrative spend exceeds $450 billion annually. | https://www.fortunebusinessinsights.com/agentic-ai-in-healthcare-market-115702 |
| [34] | 90 minutes of clinician time is spent on their EHR inbox each day. | https://droxi.ai/ |
| [72] | Kyruus Health joins RevSpring to create a connected care journey. | https://kyruushealth.com/ |
| [83] | Ambience Healthcare was recognized as a 2026 KLAS/CHIME Trailblazer Award Winner. | https://ambiencehealthcare.com/ |
| # | Fact | Source |
|---|---|---|
| [46] | Murphi.ai's platform is ISO27001, HIPAA & SOC 2 Compliant. | https://murphi.ai/ |
This is a real Deckdrop due diligence report. Get yours in under 30 minutes.
Get Started →