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How Meo compares.

Pick an alternative to see when it is the better choice, and when Meo is.

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How Meo compares.

Choose Meo when

You want the engineers who map your process to build it in your own systems, with the success metric in the contract.

Inquiries arrive but stall in intake, coverage or claims, and you want to keep your agency for demand.

You want to keep your team and your systems, change several workflows, and write the success metric into the contract.

Your workflows cross several systems that no single product covers, and you want the success metric in the contract.

You want it built without hiring a team first, with the success metric written into the contract.

The work crosses phones, faxes, payer portals and your EHR, and you want the success metric in the contract.

Fair noteWe'd rather say so early if another option fits better.

Choose a large consultancy when

Choose a marketing agency when

Choose an offshore RCM or BPO firm when

Choose an AI software product when

Build it yourself when

Choose your EHR vendor's AI when

You need an enterprise-wide change program and a large brand behind it.

Your bottleneck is demand and creative. Intake already converts well.

You want to hand a whole function, staff included, to a vendor that already has the payer connections.

One high-volume workflow matches a mature product.

AI is core to how you compete, and you can fund, hire and keep a standing team.

The work lives entirely inside the EHR and the feature already exists.

MeoA large consultancyA marketing agencyAn offshore RCM or BPO firmAn AI software productBuilding it yourselfYour EHR vendor's AI
How you payMeoA base fee for the engineering work and, on implementation work, an outcome fee charged only when the threshold in your contract is met.Fair noteCloud, model and license costs come on top, passed through at cost.A large consultancyHourly or fixed project fees. Some firms now tie part of the fee to outcomes.
When you see something workingMeoA free outside-in audit, typically within a week, and a first workflow live typically 8 to 16 weeks after you sign.Fair noteFor one workflow that matches a mature product, a software vendor can be faster.A large consultancyA strategy readout first. The build is often a later phase or a partner's job.
Who does the workMeoOne or two senior engineers who map your process with your team and then build it.Fair noteA small team has less bench depth than a large firm or a BPO.A large consultancyConsulting teams, delivery centers and partner vendors.
How it fits your systemsMeoBuilt around the systems you keep, and designed to write back to your EHR, CRM and payer tools.Fair noteWhere a system has no API, a supervised agent works its screens, which needs closer monitoring than an API.A large consultancyStrong on large ERP and EHR programs, often tied to one cloud partner.
Patient data and complianceMeoCan run inside your environment, in your cloud or on your own servers, under your controls and agreements. BAA available. Certifications stay with your providers.Fair noteWe don't publish a SOC 2 or HITRUST report. Some software vendors and large firms do. A security review is available on request.A large consultancyMature risk, legal and security teams.
How results are measuredMeoA metric, a data source, a threshold and a dispute process, written into the contract before work starts.Fair noteIf the metric moves for reasons outside the project, the dispute process in the contract decides.A large consultancyKPIs in the business case.
How results are measuredMeoA metric, a data source, a threshold and a dispute process, written into the contract before work starts.Fair noteIf the metric moves for reasons outside the project, the dispute process in the contract decides.A marketing agencyLeads, cost per lead and traffic.
How it fits your systemsMeoBuilt around the systems you keep, and designed to write back to your EHR, CRM and payer tools.Fair noteWhere a system has no API, a supervised agent works its screens, which needs closer monitoring than an API.A marketing agencyAd platforms, website and CRM. Rarely the EHR.
Patient data and complianceMeoCan run inside your environment, in your cloud or on your own servers, under your controls and agreements. BAA available. Certifications stay with your providers.Fair noteWe don't publish a SOC 2 or HITRUST report. Some software vendors and large firms do. A security review is available on request.A marketing agencyTracking pixels on intake pages are a live legal risk, and work that touches patient data needs a BAA.
How you payMeoA base fee for the engineering work and, on implementation work, an outcome fee charged only when the threshold in your contract is met.Fair noteCloud, model and license costs come on top, passed through at cost.A marketing agencyA monthly retainer plus media spend.
When you see something workingMeoA free outside-in audit, typically within a week, and a first workflow live typically 8 to 16 weeks after you sign.Fair noteFor one workflow that matches a mature product, a software vendor can be faster.A marketing agencyCampaigns in weeks. Operational systems are usually out of scope.
Who does the workMeoOne or two senior engineers who map your process with your team and then build it.Fair noteA small team has less bench depth than a large firm or a BPO.A marketing agencyStrategists, creatives and media buyers.
How you payMeoA base fee for the engineering work and, on implementation work, an outcome fee charged only when the threshold in your contract is met.Fair noteCloud, model and license costs come on top, passed through at cost.An offshore RCM or BPO firmPer-claim or per-hour rates, a share of what is collected, or multi-year operating fees.
Who does the workMeoOne or two senior engineers who map your process with your team and then build it.Fair noteA small team has less bench depth than a large firm or a BPO.An offshore RCM or BPO firmThe vendor's platform and offshore staff.
Patient data and complianceMeoCan run inside your environment, in your cloud or on your own servers, under your controls and agreements. BAA available. Certifications stay with your providers.Fair noteWe don't publish a SOC 2 or HITRUST report. Some software vendors and large firms do. A security review is available on request.An offshore RCM or BPO firmMature programs. Patient data handled offshore can trigger payer and state rules.
When you see something workingMeoA free outside-in audit, typically within a week, and a first workflow live typically 8 to 16 weeks after you sign.Fair noteFor one workflow that matches a mature product, a software vendor can be faster.An offshore RCM or BPO firmQuick for single services. Full outsourcing usually means a multi-year commitment.
How it fits your systemsMeoBuilt around the systems you keep, and designed to write back to your EHR, CRM and payer tools.Fair noteWhere a system has no API, a supervised agent works its screens, which needs closer monitoring than an API.An offshore RCM or BPO firmLarge libraries of payer and EHR connections on their own platform.
How results are measuredMeoA metric, a data source, a threshold and a dispute process, written into the contract before work starts.Fair noteIf the metric moves for reasons outside the project, the dispute process in the contract decides.An offshore RCM or BPO firmCollections, days in A/R, denials and cost to collect.
When you see something workingMeoA free outside-in audit, typically within a week, and a first workflow live typically 8 to 16 weeks after you sign.Fair noteFor one workflow that matches a mature product, a software vendor can be faster.An AI software productWeeks to a few months for the one workflow it covers.
How it fits your systemsMeoBuilt around the systems you keep, and designed to write back to your EHR, CRM and payer tools.Fair noteWhere a system has no API, a supervised agent works its screens, which needs closer monitoring than an API.An AI software productPrebuilt connectors for the workflow it covers.
Patient data and complianceMeoCan run inside your environment, in your cloud or on your own servers, under your controls and agreements. BAA available. Certifications stay with your providers.Fair noteWe don't publish a SOC 2 or HITRUST report. Some software vendors and large firms do. A security review is available on request.An AI software productOften publishes SOC 2 or HITRUST attestations.
How you payMeoA base fee for the engineering work and, on implementation work, an outcome fee charged only when the threshold in your contract is met.Fair noteCloud, model and license costs come on top, passed through at cost.An AI software productA subscription or usage fee for the product.
Who does the workMeoOne or two senior engineers who map your process with your team and then build it.Fair noteA small team has less bench depth than a large firm or a BPO.An AI software productThe vendor's product, configured by your team.
How results are measuredMeoA metric, a data source, a threshold and a dispute process, written into the contract before work starts.Fair noteIf the metric moves for reasons outside the project, the dispute process in the contract decides.An AI software productThe product's own dashboard metrics.
Who does the workMeoOne or two senior engineers who map your process with your team and then build it.Fair noteA small team has less bench depth than a large firm or a BPO.Building it yourselfYour employees.
When you see something workingMeoA free outside-in audit, typically within a week, and a first workflow live typically 8 to 16 weeks after you sign.Fair noteFor one workflow that matches a mature product, a software vendor can be faster.Building it yourselfAfter hiring, which can take months, then the build.
How you payMeoA base fee for the engineering work and, on implementation work, an outcome fee charged only when the threshold in your contract is met.Fair noteCloud, model and license costs come on top, passed through at cost.Building it yourselfSalaries, tools and infrastructure, whether or not the project lands.
How it fits your systemsMeoBuilt around the systems you keep, and designed to write back to your EHR, CRM and payer tools.Fair noteWhere a system has no API, a supervised agent works its screens, which needs closer monitoring than an API.Building it yourselfBuilt to fit exactly, if you have the skills.
Patient data and complianceMeoCan run inside your environment, in your cloud or on your own servers, under your controls and agreements. BAA available. Certifications stay with your providers.Fair noteWe don't publish a SOC 2 or HITRUST report. Some software vendors and large firms do. A security review is available on request.Building it yourselfYour own controls and vendor agreements.
How results are measuredMeoA metric, a data source, a threshold and a dispute process, written into the contract before work starts.Fair noteIf the metric moves for reasons outside the project, the dispute process in the contract decides.Building it yourselfHowever you decide to measure it.
How it fits your systemsMeoBuilt around the systems you keep, and designed to write back to your EHR, CRM and payer tools.Fair noteWhere a system has no API, a supervised agent works its screens, which needs closer monitoring than an API.Your EHR vendor's AINative inside the EHR. Limited outside it, in phones, faxes and payer portals.
When you see something workingMeoA free outside-in audit, typically within a week, and a first workflow live typically 8 to 16 weeks after you sign.Fair noteFor one workflow that matches a mature product, a software vendor can be faster.Your EHR vendor's AIWhen the feature ships in your version of the EHR.
Who does the workMeoOne or two senior engineers who map your process with your team and then build it.Fair noteA small team has less bench depth than a large firm or a BPO.Your EHR vendor's AIThe EHR vendor's product team.
How you payMeoA base fee for the engineering work and, on implementation work, an outcome fee charged only when the threshold in your contract is met.Fair noteCloud, model and license costs come on top, passed through at cost.Your EHR vendor's AIIncluded in, or added to, your EHR contract.
Patient data and complianceMeoCan run inside your environment, in your cloud or on your own servers, under your controls and agreements. BAA available. Certifications stay with your providers.Fair noteWe don't publish a SOC 2 or HITRUST report. Some software vendors and large firms do. A security review is available on request.Your EHR vendor's AIUsually falls under your existing EHR agreement.
How results are measuredMeoA metric, a data source, a threshold and a dispute process, written into the contract before work starts.Fair noteIf the metric moves for reasons outside the project, the dispute process in the contract decides.Your EHR vendor's AIThe vendor's dashboards.

What we do differently

01A free outside-in audit: first reply within 24 hours, audit typically within a week.

02Evidence for every finding, and a list of what we couldn't see.

03Your team writes the rules and signs off each step.

04Cloud, model and license costs passed through at cost.

05Monitoring built in from the start.

What we do differently 5
  1. A free outside-in audit: first reply within 24 hours, audit typically within a week.
  2. Evidence for every finding, and a list of what we couldn't see.
  3. Your team writes the rules and signs off each step.
  4. Cloud, model and license costs passed through at cost.
  5. Monitoring built in from the start.

Your forward-deployed engineer

The engineer who maps your process is the engineer who builds it. They work with your intake, billing and compliance leads each week, write the playbook with your team, and stay with the work through go-live.

How the engineer works with your team

How to choose between a consultancy, an outsourcer, software and Meo

A healthcare provider that wants AI agents working in its operations has at least six options besides Meo: a large consultancy, a marketing agency, an offshore revenue cycle or outsourcing firm, an AI software product, its own team, or the AI features its EHR vendor ships. Each is the better choice in some situations. This article sets out what has changed in the market, what to ask each option, and when we think each one wins, Meo included.

Embedded engineers are now common

The large AI companies now sell the approach Meo uses. OpenAI launched a deployment company in 2026 that starts with a focused diagnostic, picks a few priority workflows, then puts forward-deployed engineers inside the client to build them (OpenAI, 2026). Anthropic launched an enterprise AI services firm with Blackstone, Hellman & Friedman and Goldman Sachs the same year (GIC, 2026). Tomasz Tunguz, citing LinkedIn data, reports that forward-deployed engineer job postings rose about 42 times from 2023 to 2025 (Tunguz, 2026).

So the label tells you little. What separates one embedded team from another is the mechanics: who does the work, how success is counted, what runs where, and what happens when you want to stop.

Outcome-linked fees are common too

Tying fees to results is now mainstream in consulting. In November 2025 McKinsey's managing partner for the UK, Ireland and Israel said about a quarter of the firm's global fees come from outcome-based pricing (Business Insider via Yahoo Finance, 2025). When any firm offers outcome pricing, read the clause. It should name the metric, the measurement window, the data source, the threshold and how disputes are settled. How Meo's fees work is on our pricing page.

The alternatives, fairly

A large consultancy

Large firms bring brand, depth, mature legal and risk functions, and indemnity. They often start with a strategy or diagnostic phase, with the build as a later phase or run with a technology partner. Choose one when you need an enterprise-wide change program and a big name behind it.

A marketing agency

Agencies are strong on creative, media buying and campaigns, usually on a monthly retainer plus media spend. They rarely build the systems behind marketing, such as intake that answers every inquiry or attribution that counts new patients in your CRM. Choose one when your bottleneck is demand and creative. Meo can work alongside your agency.

An offshore revenue cycle or outsourcing firm

These firms now sell AI agents together with human staff, at large scale. In KLAS's 2025 review of end-to-end revenue cycle outsourcing, clients of some vendors reported struggling to hit expected cash-collection targets and inconsistent quality from offshore teams, and clients had yet to see significant operational or financial impact from vendors' AI investments. The same review says these engagements typically involve rebadging staff and last at least five years (HIT Consultant, 2025).

Offshore handling of patient data brings its own rules. Medicare Advantage plans must collect attestations for offshore subcontractors that handle beneficiary data, and some states bar or restrict offshore work on Medicaid data (Shumaker, 2025). Choose an outsourcer when you want to hand over an entire function, people included.

An AI software product

For one well-defined, high-volume workflow, a product is often the fastest route. One patient-access voice vendor states a go-live of 30 to 45 days (Assort Health blog, 2026), faster than our typical 8 to 16 weeks for a first workflow. Products also often publish security attestations. Choose one when a mature product matches your workflow. Meo fits better when the work crosses functions or depends on systems no product connects to.

Building it yourself

You own everything and know your systems best. The costs are hiring, retention and permanent maintenance. MIT NANDA's 2025 report found that internal builds succeeded about one-third as often as tools bought from specialized vendors or built with partners, a self-reported, correlational finding (Fortune, 2025). HFMA calls bot maintenance the biggest factor organizations overlook in automation projects, because bots must be retrained whenever the systems they work on change (HFMA, 2019). Choose this when AI is your product and you can hire and keep the team.

Your EHR vendor's AI

At least one major EHR vendor now ships its own agents and has previewed a platform for building more inside the EHR (Fierce Healthcare, 2026). Use them where the work lives inside the EHR and the feature already exists. Much of intake and billing happens outside it, in phone lines, faxes, payer portals, the CRM and marketing. We build around the EHR features you already use.

The critique of embedded engineers

Critics have a point. Some operators call forward-deployed engineering "consulting with a new label," and N47 argues the model only works when field work turns into reusable product (N47, 2025). Others worry about lock-in: once engineers build on one AI vendor's interfaces, switching can mean rebuilding (Tunguz, 2026).

Our answers are mechanics you can check. The engineer who maps your process builds it, with a design group from your team that meets weekly. Success is a dated baseline and targets your owners accept before the build. Agents can run in your environment and connect to the systems you keep. Each phase ends with your sign-off, and any line can switch back to today's process. Ask for the ownership and exit terms in your proposal. The how we work page shows every step.

When to choose each

  • A large consultancy, when you need an enterprise-wide change program with a large brand behind it.
  • A marketing agency, when demand and creative are the bottleneck.
  • An outsourcing firm, when you want to hand over a whole function, people included.
  • An AI software product, when one high-volume workflow matches a mature product.
  • Your own team, when AI is your product, and you can hire and keep the team.
  • Your EHR vendor's AI, when the work lives entirely inside the EHR.
  • Meo, when several workflows need to change inside the systems you already run, with your people deciding and results measured against your own baseline.

Questions

Why not wait for our EHR vendor's agents?

Use them where the work lives inside the EHR. Much of intake and billing happens outside it, in phone lines, faxes, payer portals, the CRM and marketing. We build around the EHR features you already use.

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