Backed by Y Combinator

Openbenchmarks

Independent benchmarks for build-vs-buy decisions. Verifiable, reproducible and open source.

Last run on 30 Aug 2026

Benchmarks

Company Lookalikes

Tests how well company-search and lookalike APIs turn a seed company domain or description into a ranked list of genuinely similar businesses. Use it to compare tools for account discovery, prospecting, market mapping, and TAM expansion.

Precision@100 · higher is better · scale 0–100%
Extruct61%
Ocean.io60%
Parallel57%
Exa49%
Discolike35%
open benchmark
open data + code · github.com/openbenchmarks-labs/lookalikes

Company Firmographic Enrichment

282 company domains × 8 APIs, normalized into the same seven-field active scoring contract. Compare enrichment success rate, field accuracy, coverage, company match rate, latency, and cost by workflow.

Correct field yield · higher is better · scale 0–100%
People Data Labs89.0%
Apollo88.6%
Parallel86.0%
Predict Leads80.6%
Explorium70.5%
+3 more
open benchmark
open data + code · github.com/openbenchmarks-labs/company-enrichment

Company Funding Data Enrichment

16 funding vendors, judged on latest funding stage against human labelled ground truth.

Correct stage yield · higher is better · scale 0–100%
Firecrawl92.3%
Parallel90.0%
Parallel Responses API (medium)89.0%
Exa88.7%
Exa88.6%
+16 more
open benchmark
open data + code · github.com/openbenchmarks-labs/company-funding

Company News

Which API answers questions about recent company events. Web search APIs against dedicated news indexes, same questions.

Accuracy · higher is better · scale 0–100%
Exa deep99%
Exa instant98%
Parallel advanced97%
Linkup standard96%
Parallel basic95%
+9 more
open benchmark

Voice Agents Latency Benchmark

TTFAB — how long a caller waits before a voice AI agent starts speaking — measured over real phone calls from the call's own audio, never platform-reported timestamps.

Telnyx1296 ms
ElevenLabs1424 ms
Bland AI1520 ms
Vapi1558 ms
Retell AI1740 ms
p50 p90 · p95 p992,078 turns measured
open benchmark
open data + code · github.com/openbenchmarks-labs/voice-agent-latency

Text-to-Speech

29 text-to-speech models on Time to First Audio (TTFA) + Word Error Rate, measured by Coval under production-realistic conditions. Mirrored with attribution.

Median TTFA · lower is better
inworld-tts-2-flash87 ms
vui91 ms
palabra-tts-v1104 ms
inworld-tts-2165 ms
eleven_flash_v2_5187 ms
+24 more
open benchmark

Live Speech-to-Text

26 live speech-to-text models on Word Error Rate and Time to Final Segment (TTFS), measured by Coval under production-realistic conditions. Rolling 7-day window, mirrored with attribution. Ranked here by WER, not median TTFS.

Word Error Rate · lower is better · scale 0–100%
universal-3.5-pro3.18%
realtime3.29%
chirp_34.15%
enhanced4.21%
gpt-4o-transcribe4.54%
+21 more
open benchmark

Structured Speech-to-Text

300 human-recorded workplace utterances × 17 ASR systems, checked for exact recovery of 1,482 structured values — emails, phone numbers, CLI flags, file paths, IDs. Cell value is Task Success Rate — recordings with every value correct.

Task Success Rate · higher is better · scale 0–100%
Deepgram Nova-371%
ElevenLabs Scribe v268%
Deepgram Nova-3 (streaming)61%
ElevenLabs Scribe v2 Realtime (streaming)59%
Google Cloud Chirp 358%
+12 more
open benchmark