Independent benchmarks for build-vs-buy decisions. Verifiable, reproducible and open source.
Last run on 21 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.
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.
People Data Labs89.0%
Apollo88.6%
Parallel86.0%
Predict Leads80.6%
Explorium70.5%
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.
Firecrawl92.3%
Parallel90.0%
Parallel Responses API (medium)89.0%
Exa88.7%
Exa88.6%
open benchmark→
open data + code · github.com/openbenchmarks-labs/company-funding
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
open benchmark→
open data + code · github.com/openbenchmarks-labs/voice-agent-latency
Text-to-Speech
28 text-to-speech models on Time to First Audio (TTFA) + Word Error Rate, measured by Coval under production-realistic conditions. Mirrored with attribution.
vui103 ms
palabra-tts-v1104 ms
inworld-tts-2-flash115 ms
inworld-tts-1.5-mini143 ms
inworld-tts-2160 ms
open benchmark→
Live Speech-to-Text
29 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.
universal-3.5-pro3.3%
realtime3.6%
chirp_34.1%
enhanced4.3%
velma-2-stt-streaming-english-v24.7%
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.
Deepgram Nova-371%
ElevenLabs Scribe v268%
Deepgram Nova-3 (streaming)61%
ElevenLabs Scribe v2 Realtime (streaming)59%
Google Cloud Chirp 358%
open benchmark→