LLM Interface

One interface for chat, embeddings, routing, and tool use. Build copilots and agents with streaming responses, policy controls, and enterprise security.

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Platform Features

Model Routing

Route requests across model families based on cost, latency, or task complexity.

Tool Invocation

Function calling with structured outputs for reliable integrations.

Long Context

High-capacity contexts for document analysis and multi-step tasks.

Streaming Responses

Low-latency streaming with token-level telemetry.

Safety Controls

Policy filters, data redaction, and audit logs for compliance.

Fine-Tuning

Bring your data and train custom variants with governance.

Developer Workflow

API-First Design

Simple REST and SDKs for chat, completion, embeddings, and tool use.

Consistent request format across models for easy switching.

[VIDEO: LLM request flow]

Evaluation & Monitoring

Built-in evaluation suites, golden sets, and drift detection.

Trace every response for compliance and debugging.

[IMG: LLM monitoring console]

Prompt Orchestration

Template management, variable injection, and versioning for consistent behavior.

Routing logic selects optimal prompts per use case.

[IMG: Prompt orchestration view]

Sample Requests

                Chat Completion
                POST /v1/chat/completions
                {"model":"ishara-neo","messages":[{"role":"user","content":"Summarize this report"}]}
            

                Tool Call
                POST /v1/tools/execute
                {"tool":"search","args":{"query":"Q4 revenue"}}
            

Use Cases

Customer Support

Automate high-volume support with accurate, safe responses.

Knowledge Search

RAG systems that answer questions from your internal docs.

Agent Workflows

Multi-step workflows with tools, memory, and routing.

Content Ops

Generate drafts, summaries, and structured content at scale.

Developer Assist

Explain code, generate tests, and accelerate refactors.

Analytics Narratives

Turn dashboards into clear narratives for decision makers.