Agentic systems
Design and implementation of workflow runners, planners, and executive agents tuned to financial data cadence and controls.
AI Integration for Financial Services
Agentic workflows tailored to your data, stack, and controls.
We build end-to-end systems that turn messy, distributed data into reliable decisions: front-end editors, workflow runners, dataset + unstructured data integration, and secure database connectivity. We operate at a custom layer below or in addition to generic frameworks like LangChain and CrewAI to meet domain-specific needs.
Services
Front-end editors
Lightweight web UIs for prompt design, dataset selection, A/B testing, and step-by-step execution.
Database integration
Secure connections to Postgres/warehouse, schema-aware filtering, and structured result logging.
Data + unstructured fusion
Merge tables, files, and text into precision prompts via retrieval and task-specific context packs.
Evaluation + cost controls
Offline harnesses, self-play refinement, change-impact diffs, and token budgeting.
Delivery + ops
CI/CD for agents, observability, RBAC, and environment promotion strategies.
Our approach
- Custom layer beneath frameworks: We integrate below LangChain/CrewAI when necessary for tighter control and better performance.
- Data-first engineering: We treat schemas, fiscal calendars, and governance as first-class citizens.
- Human-in-the-loop: Editors and review steps where they add leverage; automation where it’s safe.
- Measurable results: Built-in evaluation harnesses and change-impact comparisons before rollout.
Contact
Have a project in mind or want to explore what’s possible in your stack? Email us at reckoningmachines@gmail.com.