Future AGI AI Evaluation SDK vs Noveum
Future AGI AI Evaluation SDK
futureagi.com
Noveum
noveum.aiSide by side
| Figure | Future AGI AI Evaluation SDK | Noveum |
|---|---|---|
| Price from | $250/mo | $69/mo |
| Free plan | Yes | Yes |
| Free trial | — | Yes |
| Open source | Yes | — |
| Web | Yes | Yes |
| Windows | Yes | — |
| macOS | Yes | — |
| Linux | Yes | Yes |
| API | Yes | Yes |
| Self-hosted | Yes | Yes |
| Plans published | 10 | 9 |
| Spec score · AI Agent Evaluation Tools | 9.3 (#2) | 8.0 (#13) |
| Evaluation | Its evaluation product includes heuristic, code, LLM-as-judge, and agentic evaluations, with templates and CI/CD support. | NovaEval scores traces with calibrated scorers across 15+ categories, including a voice and audio suite. |
| Integrations | Future AGI documents integrations with OpenAI, LangChain, LlamaIndex and more than 30 frameworks. | The tracing SDK has native integrations for LangChain, LangGraph, LiveKit, Pipecat, and CrewAI, and the site also lists OpenAI, Anthropic, and OpenTelemetry compatibility. |
| Purpose | Future AGI describes itself as an open-source platform for simulating, evaluating, optimizing, monitoring, and protecting AI agents. | Noveum is an AI agent evaluation platform for production chat, voice, and workflow agents. |
| Security | Future AGI states SOC 2 Type II, ISO 27001, GDPR, CCPA and HIPAA certification, with ISO 42001 in progress. | The maker lists GDPR and SOC 2 Type II as in progress, and says enterprise deployments include encryption in transit and at rest and fine-grained access controls. |
| Support | The pricing page lists community support for Free and email support for Pay-as-you-go; Scale includes a Slack channel. | The pricing page lists community support, priority support for Growth and above, and dedicated customer success for Enterprise. |
| Tracing | Its traceAI instrumentation turns LLM calls, tool use, retrieval, and chain steps into OpenTelemetry spans. | NovaTrace captures LLM calls, tool invocations, retrieval, and agent steps, with tokens, cost, and latency on spans. |
Plans
Future AGI AI Evaluation SDK
- FreeFree
- FreeFree
- Pay-as-you-goFree
- Pay-as-you-goFree
- Boost$250 a month
- Boost$250 a month
- Scale$750 a month
- Scale$750 a month
- Enterprise$2,000 a month
- Enterprise$2,000 a month
Noveum
- FreeFree
- Boost$35, paid once
- Pro$69 a month
- Growth$99 a month
- Accelerate$150, paid once
- Max$199 a month
- Scale (credit pack)$500, paid once
- Scale$599 a month
- EnterprisePriced on request
In their own words
Future AGI AI Evaluation SDK
Future AGI AI Evaluation SDK is an open-source platform for evaluating, simulating, optimizing, monitoring, and protecting AI agents. Its evaluation options include heuristic, code, LLM-as-judge, and agentic methods, with templates and CI/CD support. traceAI instrumentation converts LLM calls, tool use, retrieval, and chain steps into OpenTelemetry spans. Simulation supports text and voice tests using personas and scenarios; the Free plan includes 1M text simulation tokens and 60 voice minutes per month. The integrations page lists 79 integrations and SDK packages for Python, TypeScript, and Java, including OpenAI, Anthropic, Google GenAI, Vertex AI, AWS Bedrock, and Azure OpenAI. The Apache 2.0 platform offers Docker and SDK self-hosting options. Future AGI says Docker Compose self-hosting keeps traces, datasets, evaluations, and model calls within the customer's network. The platform is presented for startups and enterprise teams building and operating AI agents, with API, web, self-hosted, Linux, macOS, and Windows options. Free usage pauses at its cap; pay-as-you-go usage continues and may incur overage charges.
Noveum
Noveum is an AI agent evaluation platform for teams operating production chat, voice, and workflow agents. NovaTrace records language-model calls, tool invocations, retrieval, and agent steps, with tokens, cost, and latency shown on spans. NovaEval scores traces with calibrated scorers across 15+ categories, including voice and audio. NovaPilot can backtest candidate fixes against failing calls, re-simulate them end to end, and deliver validated fixes as pull requests for human review. Its open-source tracing SDKs support Python and TypeScript, with native integrations for LangChain, LangGraph, LiveKit, Pipecat, and CrewAI, plus compatibility with OpenAI, Anthropic, and OpenTelemetry. Deployment options include managed cloud, VPC, BYO ClickHouse, and on-premise; Kubernetes and Helm options are also described. A free plan includes 2.5K credits/mo, 1M spans/mo, 2 GB storage, three members, and 30-day retention. Pro is $69/mo with a 7-day trial. Monthly credits reset each billing cycle and do not roll over; purchased add-on credits do not expire. NovaGuard runtime guardrails are marked beta or coming soon.