Platform
Enterprise-grade agentic AI infrastructure for finance


Customized AI models
- Tailored language models built specifically for your firm’s financial workflows and data.
- Continuous improvement through user feedback and explicit preference tuning.
- All model learning and memory are fully isolated—never shared across organizations.

Intelligent automation
- Agents automate complex, multi-step processes with real-time decision-making.
- Seamless integration with your existing systems, APIs, and data sources.
- Adaptive workflows handle exceptions, escalate issues, and learn from feedback.

Robust guardrails
- Policy-driven controls ensure safe, compliant, and auditable agent actions.
- Input and output filters protect against data leakage and regulatory violations.
- Human approval required for high-risk or sensitive steps in key workflows.

Purpose-built retrieval
- Fast, accurate search across documents, filings, and internal knowledge bases.
- Financial-domain embeddings deliver relevant results—even for complex queries.
- Retrieval-augmented responses always cite authoritative sources for transparency.

Secure and private
- Enterprise-grade data encryption, robust access controls, and secure integration protocols

Transparent and auditable
- Comprehensive audit trails for every AI decision and interaction
- Designed to support regulatory compliance and internal review requirements

Continuous monitoring and evaluation
- Built-in performance evaluation frameworks
- Human-in-the-loop oversight and feedback loops ensuring ongoing accuracy and reliability

Conversational interface
- Chat-based UI with multi-turn reasoning and contextual memory
- Accessible to operations, compliance, and IR teams with no coding required
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How it works
Hyperlinear delivers intelligent agents through a secure, chat-based interface
Conversational interface, operational power
Team members interact with agents through a natural language interface—asking questions, giving instructions, and reviewing results. This makes complex automation feel intuitive and adaptable, even when requests vary.
Custom agents trained on your systems
Each agent is tailored to your internal processes and tools—capable of pulling data, taking action, and reasoning through domain-specific logic. The result is automation that fits your firm like a glove.
Configurable dashboards for control and visibility
Track agent activity, review outputs, and manage oversight through dashboards designed for transparency and precision.
Automation with oversight, built for finance
