benchmarks/company funding/harmonic alternatives
harmonic alternatives · independent ranking

Harmonic.ai alternatives for startup funding data

This page is the independent comparison of Harmonic against other funding data providers: 21 measured endpoints, the same company cohort, every stage judged against source-verified funding events. No vendor pays for inclusion or rank.

Harmonic is measured from a supplied export, identity-audited against the frozen cohort and judged under the same policy as every provider. Its stage score is comparable; export pricing and API latency are not inferred.

Harmonic appears on both boards. Its export was mapped into the earlier freshness snapshot as well as the historical cohort, so its stage accuracy can be read on recent rounds and on older ones. What it never carries is a latency or cost figure, because a supplied file has no request time and no billed unit.

The 16 measured providers are Apollo, CompanyEnrich, Crunchbase, Crustdata, Exa, Explorium, Fiber, Firecrawl, Fundable, Harmonic, Ocean.io, Parallel, People Data Labs, PredictLeads, Seltz, and ZoomInfo. Several are measured on more than one endpoint, for 21 arms in total.

open data + codeInputs, normalized provider outputs, and evaluation code are public in openbenchmarks-labs/company-funding.github →

How the alternatives handle new rounds.

The rolling board, rebuilt each month from rounds announced inside the window. Harmonic is scored here from the snapshot its export covered. This is the rolling freshness board, pooled across every dated snapshot, so each row carries the number of companies that provider was measured on. The company funding benchmark has other vendors that were benchmarked on the same input data. The methodology covers cohort design, Ground Truth and the judging rules.

benchmarks/funding/freshnessrolling
Funding providers compared on rounds announced in the last 30 days (window ending 2026-08-26)
ProviderEndpoint & configurationMeasured onLatest stage correctCorrect when returnedLatest stage returnedFunding fields returnedFields returnedMedian latencyEst. costOfficial docsCompany identified
Long Running Agent APIs
ExaPOST /agent/runseffort=medium · JSON schema100company measurements · 2 snapshots97.0%97.9%96.0%73.6%3.7 / 527,293 ms$10.00$0.10 / request (medium effort)Exa official docs 100.0%100/100 domains
FirecrawlPOST /v2/agentmodel=spark-2 · JSON schema · maxCredits capped per run50company measurements · 1 snapshot100.0%100.0%98.0%87.2%4.4 / 5102,203 ms$1.98$0.59 / 1,000 creditsFirecrawl official docs 100.0%50/50 domains
FirecrawlPOST /v2/agentmodel=spark-1-mini · JSON schema · maxCredits capped per run100company measurements · 2 snapshots96.0%96.9%97.0%94.4%4.7 / 592,998 ms$9.95$0.59 / 1,000 creditsFirecrawl official docs 100.0%100/100 domains
ParallelPOST /v1/tasks/runsprocessor=core · structured JSON output181company measurements · 3 snapshots95.0%96.0%95.6%86.7%4.3 / 562,142 ms$4.53$25 / 1,000 Task runsParallel official docs 100.0%181/181 domains
Web search APIs
ExaPOST /searchtype=instant · JSON schema100company measurements · 2 snapshots98.0%99.0%95.0%90.2%4.5 / 51,618 ms$0.70$0.007 / requestExa official docs 100.0%100/100 domains
ExaPOST /searchtype=deep-reasoning · JSON schema181company measurements · 3 snapshots95.6%96.0%96.7%84.8%4.2 / 59,916 ms$2.71$0.015 / requestExa official docs 100.0%181/181 domains
ParallelPOST /v1/responsesmodel=parallel · reasoning.effort=medium · text.format JSON schema100company measurements · 2 snapshots90.0%90.6%96.0%82.6%4.1 / 517,020 ms$5.00$50 / 1,000 Responses requests (medium reasoning)Parallel official docs 100.0%100/100 domains
SeltzPOST /v1/answerscope=news · response_format JSON100company measurements · 2 snapshots71.0%85.9%78.0%57.8%2.9 / 52,109 ms--Pricing not disclosedSeltz official docs 100.0%100/100 domains
SeltzPOST /v1/answerscope=companies · response_format JSON100company measurements · 2 snapshots22.0%32.8%67.0%62.6%3.1 / 52,118 ms--Pricing not disclosedSeltz official docs 100.0%100/100 domains
GTM data providers
ApolloGET /api/v1/organizations/enrich181company measurements · 3 snapshots59.7%69.5%85.1%70.1%3.5 / 5320 ms$3.44$0.0196 / modeled creditApollo official docs 97.2%176/181 domains
CompanyEnrichGET /companies/enrich181company measurements · 3 snapshots12.7%19.1%63.5%56.8%2.8 / 5334 ms$1.77$0.0098 / creditCompanyEnrich official docs 96.7%175/181 domains
Crunchbase (exported dataset)Crunchbase self-serve plan exportidentity-mapped export · not an API run81company measurements · 1 snapshot95.1%98.7%96.3%92.6%4.6 / 5----Not comparableCrunchbase (exported dataset) official docs 100.0%81/81 domains
CrustdataPOST /company/enrichexact_match=true · fields=[funding] · 25 domains/batch181company measurements · 3 snapshots81.2%90.1%89.5%71.3%3.6 / 51,537 ms$54.30$0.30 / response creditCrustdata official docs 96.1%174/181 domains
ExploriumPOST /v1/businesses/match + bulk_enrichfunding_and_acquisition enrichment181company measurements · 3 snapshots5.5%13.6%36.5%40.4%2.0 / 5715 ms$11.00$0.04 / request proxyExplorium official docs 44.8%81/181 domains
FiberPOST /v1/company-search181company measurements · 3 snapshots74.6%80.2%92.3%88.3%4.4 / 5615 ms$4.11$0.020 / creditFiber official docs 97.8%177/181 domains
FundableGET /api/v1/companydomain query parameter100company measurements · 2 snapshots84.0%92.3%91.0%91.0%4.5 / 51,300 ms$3.53$0.05 / creditFundable official docs 91.0%91/100 domains
Harmonic (exported dataset)Supplied Harmonic company exportidentity-audited mapping · not an API run81company measurements · 1 snapshot81.5%81.5%100.0%91.8%4.6 / 5----Pricing not disclosedHarmonic (exported dataset) official docs 100.0%81/81 domains
Ocean.ioPOST /v2/enrich/company181company measurements · 3 snapshots11.1%19.4%54.1%29.4%1.5 / 5575 ms$1.11$0.064 / creditOcean.io official docs 96.7%175/181 domains
People Data LabsGET /v5/company/enrich181company measurements · 3 snapshots13.3%19.5%65.2%51.4%2.6 / 5325 ms$17.38$0.10 / successful matchPeople Data Labs official docs 92.3%167/181 domains
PredictLeadsGET /api/v3/companies/{domain}/financing_events181company measurements · 3 snapshots68.0%82.4%81.8%64.3%3.2 / 5561 ms$4.83$0.04 / request · 100 freePredictLeads official docs 84.0%152/181 domains
ZoomInfogtm companies enrich --file10 domains/batch · 4 funding fields181company measurements · 3 snapshots72.4%85.0%84.5%85.8%4.3 / 5958 ms$18.10$0.10 / credit launch promo · $0.35 standardZoomInfo official docs 90.6%164/181 domains

How the alternatives actually scored.

Rounds already settled when each provider ran, which is where a curated database is strongest. Harmonic has no self-serve endpoint, so its row carries no latency or cost. The rest of the roster publishes both an endpoint and a rate. This is the funding enrichment board, scored on rounds that were already more than 30 days old when each provider ran. The company funding benchmark also carries the rolling freshness board. The methodology covers cohort design, Ground Truth and the judging rules.

benchmarks/funding/company-funding-enrichment-v3live
Funding information providers compared on latest funding-stage data
ProviderEndpoint & configurationLatest stage correctCorrect when returnedLatest stage returnedFunding fields returnedFields returnedMedian latencyEst. costOfficial docsCompany identified
Long Running Agent APIs
ExaPOST /agent/runseffort=medium · JSON schema88.7%93.0%90.7%67.3%3.4 / 526,549 ms$30.00$0.10 / request (medium effort)Exa official docs 100.0%300/300 domains
FirecrawlPOST /v2/agentmodel=spark-1-mini · JSON schema · maxCredits capped per run92.3%92.3%100.0%93.3%4.7 / 5109,835 ms$29.86$0.59 / 1,000 creditsFirecrawl official docs 100.0%300/300 domains
FirecrawlPOST /v2/agentmodel=spark-2 · JSON schema · maxCredits capped per run87.3%89.9%95.3%84.2%4.2 / 5104,406 ms$11.87$0.59 / 1,000 creditsFirecrawl official docs 99.7%299/300 domains
ParallelPOST /v1/tasks/runsprocessor=core · structured JSON output90.0%92.3%95.4%84.9%4.3 / 553,684 ms$5.47$25 / 1,000 Task runsParallel official docs 100.0%219/219 domains
Web search APIs
ExaPOST /searchtype=deep-reasoning · JSON schema88.6%88.6%100.0%93.6%4.7 / 512,848 ms$3.29$0.015 / requestExa official docs 100.0%219/219 domains
ExaPOST /searchtype=instant · JSON schema87.0%89.0%97.0%89.0%4.5 / 51,507 ms$2.10$0.007 / requestExa official docs 100.0%300/300 domains
ParallelPOST /v1/responsesmodel=parallel · reasoning.effort=medium · text.format JSON schema89.0%90.1%94.3%81.6%4.1 / 515,930 ms$15.00$50 / 1,000 Responses requests (medium reasoning)Parallel official docs 100.0%300/300 domains
SeltzPOST /v1/answerscope=companies · response_format JSON54.7%59.9%91.3%80.7%4.0 / 51,969 ms--Pricing not disclosedSeltz official docs 100.0%300/300 domains
SeltzPOST /v1/answerscope=news · response_format JSON40.0%59.3%66.3%46.3%2.3 / 51,926 ms--Pricing not disclosedSeltz official docs 100.0%300/300 domains
GTM data providers
ApolloGET /api/v1/organizations/enrich49.8%63.7%78.1%64.3%3.2 / 5284 ms$4.16$0.0196 / modeled creditApollo official docs 96.8%212/219 domains
CompanyEnrichGET /companies/enrich46.1%55.2%83.6%69.3%3.5 / 5342 ms$2.15$0.0098 / creditCompanyEnrich official docs 97.7%214/219 domains
Crunchbase (exported dataset)Crunchbase self-serve plan exportidentity-mapped export · not an API run85.8%90.8%94.5%87.8%4.4 / 5----Not comparableCrunchbase (exported dataset) official docs 98.6%216/219 domains
CrustdataPOST /company/enrichexact_match=true · fields=[funding] · 25 domains/batch79.0%89.2%88.6%68.4%3.4 / 51,469 ms$65.70$0.30 / response creditCrustdata official docs 94.1%206/219 domains
ExploriumPOST /v1/businesses/match + bulk_enrichfunding_and_acquisition enrichment21.9%43.8%40.6%46.4%2.3 / 5697 ms$13.32$0.04 / request proxyExplorium official docs 53.4%117/219 domains
FiberPOST /v1/company-search84.9%88.2%96.3%90.0%4.5 / 5632 ms$4.98$0.020 / creditFiber official docs 97.3%213/219 domains
FundableGET /api/v1/companydomain query parameter60.3%86.1%69.7%68.7%3.4 / 51,370 ms$10.60$0.05 / creditFundable official docs 70.7%212/300 domains
Harmonic (exported dataset)Supplied Harmonic company exportidentity-audited mapping · not an API run71.2%72.9%97.7%90.0%4.5 / 5----Pricing not disclosedHarmonic (exported dataset) official docs 98.6%216/219 domains
Ocean.ioPOST /v2/enrich/company5.5%14.3%35.2%21.1%1.1 / 5551 ms$1.35$0.064 / creditOcean.io official docs 96.3%211/219 domains
People Data LabsGET /v5/company/enrich67.6%80.9%83.6%64.7%3.2 / 5276 ms$21.02$0.10 / successful matchPeople Data Labs official docs 95.9%210/219 domains
PredictLeadsGET /api/v3/companies/{domain}/financing_events37.9%70.1%53.4%39.0%1.9 / 5562 ms$5.84$0.04 / request · 100 freePredictLeads official docs 57.5%126/219 domains
ZoomInfogtm companies enrich --file10 domains/batch · 4 funding fields46.1%78.9%58.5%62.1%3.1 / 5972 ms$21.90$0.10 / credit launch promo · $0.35 standardZoomInfo official docs 76.7%168/219 domains

Harmonic, PitchBook & Tracxn access terms

Crunchbase's and Harmonic's export results are scored above. PitchBook and Tracxn serve private-market investor research, including PE workflows, rather than self-serve GTM sales enrichment. Sourced, dated, and nothing more claimed.

NameThe verifiable factSource
PitchBookPrivate-market intelligence for investor workflows, including PE research, funds, LPs, and deal analysis. Its API is a separate contracted Direct Data offering sold under an enterprise agreement, so it falls outside the self-serve GTM enrichment shape tested here.their own page (2026-07-17)
HarmonicOffers an API (REST/GraphQL) but publishes no self-serve per-unit pricing. The pricing page routes every plan, including API access, to a demo/sales conversation.their own page (2026-07-17)

Common questions about moving off Harmonic

Why does Harmonic need an alternative for programmatic funding data?

Because it was measured from a supplied export rather than an endpoint. If you want to enrich a company from your own code, you need something you can call, and the table above lists the providers on the same benchmark that offer one.

Is Harmonic's export result comparable to an API result?

On the latest funding stage, yes. The export was identity-audited against the same companies and judged under the same policy. Latency and cost are left blank rather than inferred, because a supplied file has neither a request time nor a billed unit.

Should I trust a published Harmonic competitors list?

Only if it says what was measured and on which companies. Most such lists rank vendors by who wrote the page. Everything here is scored on one fixed cohort of companies whose funding events were verified from company announcements, investor releases and filings before any vendor was called.

What would change if Harmonic exposed a self-serve endpoint?

It would pick up latency and cost figures, which are blank today on both boards. Its stage accuracy is already scored on recent rounds, because the export was mapped onto a freshness snapshot. What an export cannot give is a query moment: how quickly a provider learned about a round can only be measured by calling it at a known time after the announcement.