LLM Evaluation & Benchmarks With an API
As of August 2026, AIDiveForge tracks 5 llm evaluation & benchmarks with an api. The top three by verified-data score are AgentsProof, EvalQA, and Bloom. Curated llm evaluation & benchmarks with an api tracked by AIDiveForge. Listings are verified against each tool's live website and re-checked regularly.
Last updated July 29, 2026 · 5 tools
Ranked by AIDiveForge's verified-data score: data completeness, verification recency, community rating, and real visitor engagement. How we rank · No tool can pay for placement.
1. AgentsProof
AgentsProof is an evaluation SDK that wraps your LLM and tool calls with a decorator, grades each run against rules you define in plain English, and produces a shareable, scored report at a public URL. The core loop is: instrument with `run.trace()`, capture a passing run as a Golden, then run your full proof suite against every future change. That workflow catches regressions before users do — not after. The ceiling appears when teams need self-hosting; the product is cloud-only, so regulated environments that cannot send trace data to a third party are blocked before they start. The product is in beta, which means API surface and grading behavior are still moving.
Paid$29/monthAPIVerified Jul 14, 2026
2. EvalQA
The platform combines trained human evaluators with automated metrics across three surfaces: multi-step agent workflows, SaaS AI features like copilots and recommendation engines, and qualitative knowledge work like content and analysis. The hybrid engine is the core differentiator — you are not forced to choose between human judgment and automated scoring, both run together against shared rubrics. Self-serve API and SDK access mean teams can instrument evaluation without a sales cycle. The ceiling appears when your rubrics are genuinely novel: the platform scopes custom engagements for those cases, which shifts you from self-serve into a managed services track and slows iteration.
PaidAPIVerified Jun 29, 2026
3. Bloom
Bloom generates targeted evaluation suites for arbitrary behavioral traits.
FreeAPISelf-hostedVerified Apr 20, 2026
4. Semarize
The scraped source content does not match the tool data provided: the page describes a travel-identification app called Spotter, not a conversation evaluation API. No factual claims about the tool's workflow, integrations, credit consumption logic, or scoring mechanics can be sourced from the available content. What the validator context confirms is a usage-based freemium model where evaluations consume credits per scoring unit, a free tier exists, and paid tiers unlock higher volume. Beyond that, the description, differentiators, and production behavior cannot be written without a grounded source — fabricating them would violate the grounding rule.
Paid£0/mo - £200/moAPIVerified Jun 5, 2026
5. Veritrooper
The scraped page content returned for this listing belongs to an unrelated consumer travel app, so no grounded production details about the LLM evaluation platform can be confirmed from the source. Based on validator context, the tool runs batch-mode evaluations against regulated text — tax filings, drug labeling, SEC disclosures, EU AI Act compliance documentation — and produces audit-trail evidence of model accuracy. It operates across vendors, so teams are not locked into validating a single model. Pricing is not disclosed publicly; procurement goes through a sales conversation. No self-hosted option exists, which matters the moment your legal team asks where patient or client data is processed.
PaidAPIVerified Jun 7, 2026
Listings on this page are sourced and verified by the AIDiveForge data pipeline. AIDiveForge is editorially independent — no money changes hands for inclusion.