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Head-to-head · AI Agent Evaluation Tools

Future AGI AI Evaluation SDK vs Noveum

  • Updated Oct 2026
  • Both researched from official sources
  • 6 checks side by side
Higher score Future AGI AI Evaluation SDK #3 in AI Agent Evaluation Tools 9.2/10 Free plan Free plan✓ 4 of 4 features Visit Future AGI
Noveum #7 in AI Agent Evaluation Tools 8.6/10 Free plan · 7-day trial Free planFree trial✓ 4 of 4 features Visit Noveum

Future AGI AI Evaluation SDK leads on 0 checks, Noveum on 1, and 5 are even. Who comes out ahead on the 6 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreFuture AGI AI Evaluation SDK · 9.2/10
  • Lowest starting priceNoveum · $69/mo
  • Free planboth
  • Free trialonly Noveum

Future AGI AI Evaluation SDK scores higher on our rubric for ai agent evaluation tools: 9.2 against 8.6 out of 10; our editors rank them #3 and #7.

Noveum is cheaper to start at $69/mo against $250/mo.

Future AGI AI Evaluation SDK is the better fit for teams needing broad, flexible evaluation coverage. Noveum is the better fit for teams needing continuous production quality monitoring.

  • Future AGI AI Evaluation SDK fits best

    Teams needing broad, flexible evaluation coverage

  • Noveum fits best

    Teams needing continuous production quality monitoring

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.

Side by side

Feature Future AGI AI Evaluation SDK 9.2/10 Visit ↗ Noveum 8.6/10 Visit ↗
At a glance
Editor score 9.2 8.6
Ranking #3 in AI Agent Evaluation Tools #7 in AI Agent Evaluation Tools
Best for Teams needing broad, flexible evaluation coverage Teams needing continuous production quality monitoring
Pricing model Free plan + paid Free plan + paid
Starting price $250/mo $69/mo (best)
Free plan ✓ ✓
Free trial — 7 days
Deployment Cloud, Self-hosted Cloud, Self-hosted
Platforms Web Web, Linux
Support Email, Community, Docs Email, Community, Docs
Compliance SOC 2, ISO 27001, GDPR, HIPAA, SSO/SAML GDPR, SSO/SAML
Integrations 40+ integrations 8 integrations
Built for Solo, Small business, Mid-market, Enterprise Small business, Mid-market, Enterprise
Features Future AGI AI Evaluation SDK 4/4 · Noveum 4/4
Tool-call checks ✓ ✓
Trace ingestion ✓ ✓
Safety evaluations ✓ ✓
Regression runs ✓ ✓
Specs
Evaluation methods Hybrid Hybrid
SDK language support Both Both
Dataset limit Not checked yet Not checked yet
Our review
Pros
  • Combines code, LLM-judge, trace, simulation, and safety evaluations
  • Supports Python and TypeScript SDKs plus web and API access
  • Free tier includes unlimited projects and team members
  • Combines trace ingestion, datasets, hybrid scoring, and regression reruns
  • Checks tool selection, parameters, results, safety, toxicity, bias, and PII
  • Supports cloud, VPC, BYO ClickHouse, Kubernetes, and on-premise deployments
Cons
  • Usage beyond free allowances is billed on Pay-as-you-go
  • Advanced retention and governance controls require paid tiers
  • Its broad feature set may exceed the needs of simple evaluation workflows
  • Paid plans start at $69 per month
  • The Free plan includes 30-day retention and 2,500 monthly credits
  • Enterprise pricing uses custom terms rather than a listed monthly amount
Our verdict

Future AGI AI Evaluation SDK provides SDKs and platform services for evaluating AI applications and agents. It is designed for engineers, product teams, and domain experts building or operating AI agents. Evaluation options include…

Read the review →

Noveum is an AI agent evaluation and reliability platform for production chat, voice, and workflow agents. It captures traces from LLM, retrieval, tool, and agent operations, then turns traces, synthetic runs, or direct items into…

Read the review →
  1. Future AGI AI Evaluation SDKAI Agent Evaluation Tools 9.2Free plan
  2. NoveumAI Agent Evaluation Tools 8.6Free plan · 7-day trial

Strengths and trade-offs

  • Future AGI AI Evaluation SDK — where it wins

    • Combines code, LLM-judge, trace, simulation, and safety evaluations
    • Supports Python and TypeScript SDKs plus web and API access
    • Free tier includes unlimited projects and team members

    Where it doesn't

    • Usage beyond free allowances is billed on Pay-as-you-go
    • Advanced retention and governance controls require paid tiers
    • Its broad feature set may exceed the needs of simple evaluation workflows
  • Noveum — where it wins

    • Combines trace ingestion, datasets, hybrid scoring, and regression reruns
    • Checks tool selection, parameters, results, safety, toxicity, bias, and PII
    • Supports cloud, VPC, BYO ClickHouse, Kubernetes, and on-premise deployments

    Where it doesn't

    • Paid plans start at $69 per month
    • The Free plan includes 30-day retention and 2,500 monthly credits
    • Enterprise pricing uses custom terms rather than a listed monthly amount
  • Future AGI AI Evaluation SDK9.2/10 · Free plan

    Broad evaluation coverage with SDKs, tracing, simulations, and CI/CD quality gates.

    Visit Future AGIFull verdict →
  • Noveum8.6/10 · Free plan · 7-day trial

    A broad production evaluation stack for teams monitoring agent quality continuously.

    Visit NoveumFull verdict →

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update