01 — Argos Myriad
Inside Argos Myriad
Built for Scale. Designed for Control.
Argos Myriad supports the design, execution, and governance of large-scale enterprise AI data programs. Offering the ability to seamlessly manage annotation, evaluation, and human review workflows, Myriad provides task distribution, contributor coordination, role-based access, embedded QA, audit trails, secure delivery, and real-time progress visibility across complex programs.
Supporting both high-volume AI data operations and specialized workflow design, Myriad allows us to configure the right process for your model, task, domain, language, and deployment environment. With customizable tooling built directly into the platform, Myriad turns large-scale data programs and workflows into a streamlined, secure, and scalable process.
Myriad is built for programs where data quality, security, multilingual expertise, and operational visibility matter. Whether you’re collecting speech data, annotating multimodal datasets, ranking model responses, validating multilingual outputs, preparing RAG knowledge assets, or evaluating model performance, Myriad provides the workflow structure and quality controls — along with the task-design flexibility — to move from pilot to production with greater confidence.
Myriad does not replace expert human judgment. It enables it. Myriad provides the operational foundation for Argos Data to deploy vetted contributors, linguists, domain specialists, annotators, evaluators, and reviewers through secure, structured, and quality-governed workflows.
What Myriad supports
Ten workflow types.
One operating layer.
Argos Myriad supports every stage of human-in-the-loop AI data programs – from collection through evaluation – through a secure, structured, and quality-governed framework
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Data collection
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Multimodal annotation
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Human feedback and preference ranking
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Reinforcement Learning with Human Feedback (RLHF) & DPO support
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Supervised Fine-Tuning (SFT)
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Model evaluation & benchmarking
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Multilingual & in-language validation
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Retrieval-Augmented Generation (RAG) data preparation & review
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Human-in-the-loop QA
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Reviewer calibration & QA checkpoints
Myriad’s Tooling
Deeply customizable tooling, built in
Argos Myriad supports the creation, configuration, and deployment of specialized AI data tools, task interfaces, workflow configurations, and QA controls for human-in-the-loop AI data programs.
Solve unique tooling challenges with a deeply customizable tech stack that optimizes human-centric data workflows with task templates and allows for the rapid development and deployment of new tools. Myriad supports specialized human-in-the-loop and RLHF workflows through a library of ready-to-deploy tools, allowing us to customize existing tools or build new ones to match your program’s specific needs.
Myriad’s tooling is built around:
- A library of ready-to-deploy specialized tools purpose-built for complex AI data tasks, including the Image Conversation Annotator, Response Quality Assessor, LLM Performance Evaluator, LLM Penetration Tester, Red Team Coordinator, Policy Compliance Tester, Adversarial Attack Simulator, and others.
- Deep customization and rapid new tool development, allowing Argos Data to tailor existing tools — or build entirely new ones — around your specific model objective, data type, reviewer criteria, guidelines, and delivery requirements. When an existing tool isn’t the right fit, Argos Data typically develops a new one in 1–2 weeks.
This tooling comes into play when a project requires more than a standard annotation or review interface, and is especially valuable for AI programs involving RLHF, model response evaluation, multimodal annotation, RAG content preparation, safety testing, custom data collection, and other workflows where task design directly affects data quality.
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Response Quality Assessor
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LLM Performance Evaluator
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LLM Penetration Tester
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Red Team Coordinator
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Policy Compliance Tester
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Adversarial Attack Simulator
Key capabilities
- 01A growing library of ready-to-deploy specialized tools for complex AI data tasks
- 02Deep customization of existing tools to fit your requirements
- 03Rapid development of new custom tools, typically deployed in 1-2 weeks
- 04Custom workflow configuration
- 05Task templates
- 06Specialized reviewer interfaces designed around the specific task
- 07Embedded QA controls
- 08Data validation rules and flexible task design
- 09Support for text, image, audio, and video workflows
- 10Built-in collaboration tools for distributed reviewer and project teams
- 11Reporting and analytics support
- 12Integration with project-specific data sources and delivery requirements
- 13Security and compliance controls
Argos Myriad helps enterprise AI teams operationalize specialized AI data workflows without forcing complex tasks into generic interfaces. Offering the flexibility to design task environments around each model’s actual requirements, Myriad improves workflow efficiency, reviewer consistency, and data quality.
For enterprise teams running advanced AI programs, Myriad ensures the tooling adapts to the model, not the other way around.
How Myriad helps
Designed for programs where manual coordination becomes a bottleneck, so you can deploy faster, with confidence.
AI data programs often become difficult to manage when workflows involve large datasets, multiple reviewer groups, custom task requirements, multilingual complexity, quality standards, and secure delivery expectations. Myriad offers the platform foundation to manage that complexity and the flexibility to ensure that work isn’t forced into generic tooling that doesn’t match your model objectives.
Human Expertise, Platform-Enabled
Argos Myriad is designed to support expert human judgment, not replace it. The platform enables Argos Data to deploy linguists, domain specialists, annotators, evaluators, and reviewers through structured workflows with clear criteria, QA checkpoints, and delivery controls.
Built for Complex AI Data Workflows
Myriad supports AI data programs that involve multiple languages, modalities, domains, large-scale reviewer groups, task types, and quality requirements. Our customizable tooling environment offers the flexibility for our team to design tools and interfaces around your specific requirements.
Designed for Quality Governance
The platform offers embedded QA controls, reviewer calibration, validation rules, auditability, and reporting visibility. Human data operations stay consistent, traceable, and aligned to enterprise quality requirements.
Scalable Across AI Data Programs
Myriad supports small, specialized workflows, high-volume annotation programs, and ongoing production AI data operations. It helps enterprise teams move from pilot to production without losing control over quality or process.
Deeply Customizable
Myriad enables Argos Data to configure existing specialized tools — or build new ones in a matter of weeks — around client-specific model objectives, data formats, reviewer requirements, and delivery standards. Generic platforms force the work to fit the tool. Myriad makes the tool fit the work.
Secure and Compliant by Design
The platform includes role-based controls, detailed audit logs, anti-cheating mechanisms, IP tracking, and completion verification. Built-in capabilities support GDPR, HIPAA, and ISO-aligned compliance needs.
Implementation Timeline
From scope to deployment, fast.
We move from initial consultation to production task deployment in days, not months. Custom Myriad tooling, when required, is typically deployed in 1-2 weeks.
01
1 to 2 days
Initial consultation and project setup
Solutions Architects scope the program, align on guidelines, reviewer qualifications, and delivery requirements with your AI and ML teams.
02
1 to 2 weeks
Myriad tool customization or new tool development
When required, Argos Data customizes existing Myriad tools, or builds entirely new ones, around your model objective, data type, and quality criteria.
03
Immediately
Task deployment and reviewer onboarding
Vetted contributors enter calibration and pilot validation; once accuracy thresholds are met, production work begins, governed by Myriad’s quality controls.
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