Voyage AI on Future AGI
LLM Providers
Domain-specific embeddings and reranker from Voyage AI.
What you get
Everything traced, scored, and improvable
One install instruments Voyage AI 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 Voyage AI 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 Voyage AI agent before launch — text and voice, scripted or persona-driven.
Quickstart · <3 min
Instrument Voyage AI 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_KEYandFI_SECRET_KEY, then callOpenAIInstrumentor().instrument(). -
Step 3
Run your existing Voyage AI app
No code changes. Traces appear in the Future AGI dashboard within seconds.
Install
pip install traceAI-openaiInstrument
from fi_instrumentation import register
from fi_instrumentation.fi_types import ProjectType
from traceai_openai import OpenAIInstrumentor
trace_provider = register(
project_type=ProjectType.OBSERVE,
project_name="VOYAGE_APP",
)
OpenAIInstrumentor().instrument(tracer_provider=trace_provider)
# Your existing Voyage AI code runs unchanged from here.
# Every call is now an OpenTelemetry span in Future AGI.Pick a recipe
What do you want to do with Voyage AI?
Each recipe is a copy-paste page with the exact code, the gotchas, and a working example you can clone.
Recipes for Voyage AI
Adjacent integrations
Other llm providers
OpenAI
GPT-4o, GPT-5, o-series, and the OpenAI Responses API.
Anthropic
Claude Opus, Sonnet, and Haiku via the Anthropic Messages API.
Google GenAI
Gemini 2.x via the Google GenAI SDK (Vertex + AI Studio).
Cohere
Command, Embed, and Rerank via the Cohere API.