The DAF (Declarative Agent Framework) Studio is a production execution layer. The model-agnostic system provides a visual layout for multi-agent flows. Each agent receives a unique identity, a trust boundary, and a programmatic API for orchestration.
The DAFStudio is the operating system for capital markets. It's not a chatbot, it's a production execution layer. The visual canvas allows for multi-agent flows: drag, connect, and deploy sequential, parallel, or conditional routing. The DAF SDK supports spec-driven development for governed, reproducible multi-agent flows. The system is model-agnostic, meaning you could hook up any LLM or your own fine-tuned model without having to rebuild anything.
The system also provides durable async execution agents can run for minutes, hours, or days with guaranteed delivery. The state, context, and memory is preserved across message threads and sessions. The live data source connectivity includes OMS, EMS, market data feeds, risk engines, and reference data. The tool streams responses for real-time trading desk UIs or background batch processing. The models are also hot-swappable, exchange GPT-4 with Claude mid-workflow with no redeployment. DAFStudio is enterprise-ready and procurement-friendly, with support for AWS Marketplace private offers and consolidated billing. Lastly, explainability is built in for the reasoning chains, confidence scores, and source attribution on every output.
Highlights
Quarters to Weeks: From AI concept to production employment in weeks, not quarters. The domain agents replace the need for a custom dev, so the customer's competitive edge lies within the process depth, not the UI code. The Lego-style agent building allows for easy assembly, testing, and deployment. No code rewrite needed. The system comes with pre-built patterns for capital markets, and has the ability to connect with any data source on day one.
Platform Leverage: Only one OS needed for every domain agent the customer's firm will ever deploy. Create once, scale everywhere. The system includes a shared LLM gateway, caching, and routing across all products while the per-agent token cost scales sub-linearly as you add desks. The extensible agent marketplace allows customers to publish, discover, and compose agents across teams and desks. Lastly, the API-first architecture embeds agent capabilities into existing trading UIs and workflows.
Zero data retention. This includes your AWS account, your keys, your VPC, your compliance boundary, and more. The tool also provides a full audit trail for every agent decision, tool invocation, and data access. Bank-grade security with native AWS deployment, VPC isolation, and customer-managed encryption keys via AWS KMS. Process-depth is your moat with compliance built in, not bolted on. The system is regulatory ready from day one with SEC examination grade logging.
AWS Marketplace now accepts line of credit payments through the PNC Vendor Finance program. This program is available to select AWS customers in the US, excluding NV, NC, ND, TN, & VT.
Pricing is based on the duration and terms of your contract with the vendor. This entitles you to a specified quantity of use for the contract duration. If you choose not to renew or replace your contract before it ends, access to these entitlements will expire.
Additional AWS infrastructure costs may apply. Use the AWS Pricing Calculator to estimate your infrastructure costs.
DAFStudio uses a single pricing dimension. You buy The DAF Contract (Hosts) as one yearly transaction. Pricing is based on hosts, and you pay for the full year in one commitment. There are no separate tiers, usage add-ons, or instance sizes to choose from. This gives you one straightforward option billed annually.
Top-of-mind questions for buyers
What counts as one host for billing under The DAF Contract?
A host is a deployment environment where the platform runs its digital AI associates. The software installs into your own cloud tenant or on-premises setup. Each host you license covers the workflows running in that environment for the year. Contact the vendor to confirm how your specific deployment maps to host counts.
Does the annual host contract cover all workflow agents, or are they billed separately?
Your host contract covers the platform that runs the digital AI associates, including research, trade, reconciliation, and contract-parsing agents. These agents run on the same underlying framework in your tenant. The marketplace listing shows one host-based dimension, so there are no separate per-agent charges to add.
Are there extra software charges if I scale across more desks, funds, or regions?
The platform is designed to scale across portfolio managers, funds, and global desks. Your cost is tied to the number of hosts you license, not to the number of users or desks. Adding capacity would mean licensing more hosts. Contact the vendor to plan host counts for multi-region deployments.
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