# Adept vs Mediar

Adept records 12,261 monthly visits with -46.3% month-over-month growth and Contact for Pricing pricing. Mediar records 4,369 monthly visits with +14.9% growth and Contact for Pricing pricing.

| Metric | [Adept](https://openaitools.app/tool/adept) | [Mediar](https://openaitools.app/tool/mediar) |
| :--- | :--- | :--- |
| Website URL | https://www.adept.ai | https://mediar.ai |
| Categories | AI Agent, AI Workflow, AI Productivity Tools, AI Document Extraction | AI Copilot, AI Document Extraction, AI PDF, AI Agent |
| Pricing Model | Contact for Pricing | Contact for Pricing |
| Monthly Visits | 12,261 | 4,369 |
| MoM Growth Rate | -46.3% | +14.9% |
| Primary Market | United States | United States |
| Direct Visits | 3,793 | 1,716 |
| Review Score | 4.2 | 4.1 |
| Saved Count | 3 | 28 |
| Supported Platforms | Website | Website |

## Adept

Adept positions itself as an ML research and product lab: instead of stopping at chat-style answers, it builds models that act. The core idea is an "action transformer" that observes a user's screen and carries out multi-step workflows in existing software through natural-language instructions, so teams do not have to rebuild their tooling around a new interface.

The company's public work includes the ACT-1 model for taking actions in browsers, the openly released Persimmon family of permissively licensed language models, and engineering contributions such as FlashAttention research on efficient long-sequence transformer training. This mix of applied agent research and foundational ML work is what distinguishes Adept from single-purpose automation scripts.

Adept has been backed by substantial venture funding, including a $350M Series B round, and targets enterprise teams that want to delegate repetitive, high-volume processes — data entry, document handling, form filling and cross-application workflows — to an agent. Because the technology is delivered through enterprise engagements, exact commercial terms are not published on the website; teams generally reach out directly to discuss a pilot.

**Pricing & Plans:** Adept does not publish self-serve pricing. Commercial access is arranged through direct enterprise conversations and pilots, so cost depends on scope, deployment and support requirements.

- **Action transformers (ACT):** Models trained to observe a screen and carry out multi-step actions inside existing software, not just describe what to do.
- **Natural-language task delegation:** Users state a goal in plain language and the agent maps it to concrete clicks, keystrokes and navigation steps.
- **Persimmon open-source LLMs:** A permissively licensed language model family released publicly for research and developer use.
- **Cross-application workflows:** Automation spans browsers and desktop tools, so agents can bridge systems that were never designed to talk to each other.
- **Foundational ML research:** Published work on efficient transformer training and long-sequence attention underpins the product line.

**Strengths:** Research depth is unusual: applied agent work plus open foundational models; Agents act inside existing software, avoiding large migration projects; Publicly released Persimmon models give developers something concrete to test; Well-funded and backed by recognised investors

**Limitations:** No transparent self-serve pricing or instant sign-up; Public product and blog updates are sparse, so current capabilities are hard to verify; Enterprise-only motion makes it impractical for individuals or small teams

[Profile (Markdown)](https://openaitools.app/tool/adept.md)

## Mediar

Mediar targets the long tail of business processes that live inside legacy desktop software — ERP screens, claims portals, hospital systems and spreadsheets that have no usable API. Instead of drawing on screen coordinates or guessing click targets from screenshots, Mediar drives applications through operating-system accessibility APIs, which is why the company claims deterministic results rather than the sub-50% success rates it attributes to vision-based computer-use tools.

The workflow is deliberately simple. A user records themselves completing a task such as entering invoices from a PDF into SAP Business One, and Mediar's agent turns that demonstration into a reusable workflow that can be tested and deployed in the cloud. Marketing pages emphasise a one-week path to production, self-healing behaviour when interfaces change, and ROI illustrations such as processing eleven invoices in a minute instead of an hour.

The platform is positioned against both classic RPA suites and newer browser-based computer-use agents. Typical buyers are operations, finance, insurance, healthcare and banking teams that have large volumes of form filling, reconciliation, PDF-to-Excel conversion or CRM/ERP data entry work and want automation without a long consultant-led implementation.

**Pricing & Plans:** Mediar does not publish self-serve tiers; the site routes visitors to a demo call and lists a per-minute plus credits model after an initial turn-key program. Contact Mediar for a quote.

- **Record-once workflow builder:** Capture a task as you perform it in a Windows application and let Mediar turn the demonstration into a reusable automation in about half a minute.
- **Accessibility-API automation:** The agents interact with applications through OS-level accessibility interfaces instead of pixels or coordinates, which Mediar presents as the basis for its reliability claims.
- **Self-healing execution:** Workflows adapt when an application's layout or fields shift, reducing the maintenance burden that typically follows RPA rollouts.
- **Cloud-run monitoring dashboard:** Track active workflows, executions, average speed, success rates and estimated cost savings from a single console.
- **API-free legacy integration:** Automate SAP, Oracle, Excel and other systems that expose no integration endpoints, plus PDF-heavy form and claims processing.

**Strengths:** Works with legacy Windows applications that have no APIs; Accessibility-API approach avoids fragile pixel and coordinate clicking; Workflows are built by demonstration rather than development; Clear ROI framing and published customer stories about replacing older RPA tools

**Limitations:** No public pricing tiers, so budgeting requires a sales conversation; Scope is centred on Windows desktop applications rather than a fully cross-platform stack; Cloud execution and monitoring mean ongoing per-usage cost after the initial programme

[Profile (Markdown)](https://openaitools.app/tool/mediar.md)

## Frequently Asked Questions

### How do Adept and Mediar compare in monthly traffic?

Adept has 12,261 monthly visits, while Mediar has 4,369. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

Adept has a month-over-month growth rate of -46.3%; Mediar has +14.9%.

### How does pricing compare?

Adept: Contact for Pricing. Adept does not publish self-serve pricing. Commercial access is arranged through direct enterprise conversations and pilots, so cost depends on scope, deployment and support requirements. Mediar: Contact for Pricing. Mediar does not publish self-serve tiers; the site routes visitors to a demo call and lists a per-minute plus credits model after an initial turn-key program. Contact Mediar for a quote.

## Alternatives

| # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [Muse](https://openaitools.app/tool/muse-ai-1) | 45,751,822 | +228.3% | Contact for Pricing | Your personal AI agent from Meta that actually gets things done | [.md](https://openaitools.app/tool/muse-ai-1.md) |
| 2 | [Zapier](https://openaitools.app/tool/zapier-com) | 5,065,248 | +0.4% | Freemium, Free Trial, Paid | Automate work across thousands of apps — no code required | [.md](https://openaitools.app/tool/zapier-com.md) |
| 3 | [n8n](https://openaitools.app/tool/n8n) | 4,522,449 | -7.4% | Freemium | Open-source workflow automation built for AI agents and technical teams | [.md](https://openaitools.app/tool/n8n.md) |
| 4 | [TraeWork](https://openaitools.app/tool/traework) | 2,785,249 | -7.8% | Contact for Pricing | ByteDance's AI-native workspace for natural-language task execution | [.md](https://openaitools.app/tool/traework.md) |
| 5 | [WorkBuddy](https://openaitools.app/tool/workbuddy) | 2,341,262 | +43.9% | Freemium | An AI work partner that turns a sentence into finished office deliverables | [.md](https://openaitools.app/tool/workbuddy.md) |
| 6 | [MindStudio](https://openaitools.app/tool/mindstudio) | 1,793,337 | +14.2% | Contact for Pricing | No-code builder for custom AI agents and workflows | [.md](https://openaitools.app/tool/mindstudio.md) |
| 7 | [CREAO](https://openaitools.app/tool/creao) | 619,749 | +39.2% | Freemium | AI agents that run recurring business work for your team | [.md](https://openaitools.app/tool/creao.md) |
| 8 | [Eigent AI](https://openaitools.app/tool/eigent-ai) | 575,703 | +1.4% | Freemium, Free Trial, Contact for Pricing | Open-source desktop AI workforce that runs browser, file, and app tasks for you | [.md](https://openaitools.app/tool/eigent-ai.md) |
| 9 | [Gumloop](https://openaitools.app/tool/gumloop) | 379,557 | -21.1% | Freemium, Paid, Contact for Pricing | Build, share, and control AI agents that actually do the work | [.md](https://openaitools.app/tool/gumloop.md) |
| 10 | [Nanonets](https://openaitools.app/tool/nanonets) | 221,826 | -10.6% | Free Trial, Paid, Contact for Pricing | AI agents that run document-heavy business processes end to end | [.md](https://openaitools.app/tool/nanonets.md) |

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Source: https://openaitools.app/compare/adept-vs-mediar

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