Future AGI × Azure AI Search

Azure AI Search on Future AGI

Vector Databases

Azure AI Search with vector and hybrid retrieval.

java · trace evaluate

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What you get

Everything traced, scored, and improvable

One install instruments Azure AI Search on OpenTelemetry. Future AGI then layers evaluators, optimisers, and simulations on top of the same trace tree — no second SDK, no double instrumentation.

Trace

Auto-instrumented spans

Every Azure AI Search call becomes a span — inputs, outputs, latency, tokens, cost, model name, tool args, retrieval results, and chain steps captured automatically.

Evaluate

70+ evaluators on every span

Attach Groundedness, Context Relevance, Prompt Injection, Toxicity, and 70+ more — purpose-built scorers powered by the Turing eval models, not generic LLM-as-judge.

Optimize

Closed-loop improvement

Pipe failed traces into agent-opt: GEPA, PromptWizard, ProTeGi, and Bayesian search rewrite your prompts with proof of measured gains.

Simulate

Adversarial scenarios at scale

Generate hundreds of personas and run them through your Azure AI Search agent before launch — text and voice, scripted or persona-driven.

Quickstart · <3 min

Instrument Azure AI Search in three steps

Step 1

Install the traceAI package

One package per language, ships from PyPI, npm, and Maven Central.
Step 2

Register the trace provider

Set FI_API_KEY and FI_SECRET_KEY, then call AzureSearchInstrumentor().instrument().
Step 3

Run your existing Azure AI Search app

No code changes. Traces appear in the Future AGI dashboard within seconds.

Install

<dependency>
  <groupId>ai.futureagi</groupId>
  <artifactId>traceai-java-azure-search</artifactId>
  <version>LATEST</version>
</dependency>

Instrument

import ai.futureagi.fi.instrumentation.TraceProvider;
import ai.futureagi.traceai.azure_search.AzureSearchInstrumentor;

TraceProvider provider = TraceProvider.builder()
    .projectName("azure_search_app")
    .projectType("observe")
    .build();

new AzureSearchInstrumentor().instrument(provider);

// Your existing Azure AI Search code runs unchanged.
// Every call is now an OpenTelemetry span in Future AGI.

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