Head-to-head · B2B data

Bright Data vs Fiber AI

Fiber AI wins 17 of 19 decided metrics across 2 shared suites; the loser still leads where its column is highlighted. Same frozen test sets, same run; the better value in each row is highlighted.

Bright Data live

Web-data infrastructure and company data feeds unifying 10+ sources, delivered to warehouses and files.

★ 4.7 · 413 reviewsA

Access: MCP · CLI · API · Dataset · CSV · Batch · Webhooks · Integrations

Fiber AI live

B2B search and enrichment API with waterfall contact reveal, job-posting search and live LinkedIn profile and company fetch, over REST, official SDKs and MCP.

No public reviews

Access: MCP · API · Dataset · CSV · Batch · Webhooks

Email Datacore + suite-specific metrics

updated 2026-09-25

Metric	Bright Data · not in suite	Fiber AI · #16 of 29
Match rate	-	77.6%
Valid email rate	-	63.2%
Latency p50	-	17,360ms
Cost / valid email	-	$0.057
Invalid rate	-	2.6%
Catch-all share	-	31.6%
Business email	-	100.0%
Right-person rate	-	97.4%
Decoy hit rate	-	0.0%
Catch-all detection	-	-
Confidence-score quality	-	-
Geographic coverage	-	8

Phone Datacore + suite-specific metrics

updated 2026-09-25

Metric	Bright Data · not in suite	Fiber AI · #18 of 24
Match rate	-	46.9%
Valid / reachable rate	-	78.3%
Latency p50	-	4,967ms
Cost / mobile number	-	$0.069
Right-person rate	-	73.7%
Mobile coverage	-	36.7%
Disconnected rate	-	0.0%
Low-activity share	-	21.7%
Landline / mobile classification	-	100.0%
Country accuracy	-	91.3%
Geographic coverage	-	5

People Datacore + suite-specific metrics

updated 2026-09-25

Metric	Bright Data · #20 of 24	Fiber AI · #10 of 24
Profile match rate	89.8%	95.9%
Identity accuracy	97.7%	97.9%
Latency p50	12,746ms	1,136ms
Price / matched profile	$0.0013	$0.036
Current employer accuracy	84.1%	89.4%
Move detection	76.9%	94.2%
Decoy hit rate	0.0%	0.0%
Job title accuracy	0.0%	78.7%
Seniority label accuracy	-	20.5%
Location accuracy	95.5%	95.7%
Work history completeness	-	7.8
Education completeness	68.2%	100.0%
Skills present	0.0%	57.4%
Social / profile URLs	100.0%	100.0%
Coverage by geo / function / seniority	57.1%	83.3%

Company Datacore + suite-specific metrics

updated 2026-09-25

Metric	Bright Data · not measured	Fiber AI · #7 of 23
Domain-to-company match rate	-	100.0%
Company name accuracy	-	95.0%
Latency p50	-	1,131ms
Price / matched company	-	$0.036
Industry accuracy	-	77.0%
Employee count ±20%	-	27.0%
HQ / location accuracy	-	85.0%
Description present	-	97.0%
Founding year accuracy	-	69.0%
Domains / social profiles	-	100.0%
Coverage by country / size	-	100.0%

Live Profile Datacore + suite-specific metrics

updated 2026-09-26

Metric	Bright Data · #5 of 5	Fiber AI · #3 of 5
Current-job accuracy	79.2%	93.1%
Fetch success	91.1%	98.0%
Latency p50	9,230ms	5,381ms
Cost / profile	$0.0013	$0.037
Move detection	84.6%	94.2%
Still at previous employer	5.0%	4.8%
Control accuracy	73.5%	91.8%
Work history completeness	-	8.6
Education completeness	68.5%	99.0%

Jobs Datacore + suite-specific metrics

updated 2026-09-25

Metric	Bright Data · #1 of 6	Fiber AI · not measured
Employer coverage	98.3%	-
Postings recall	85.0%	-
Latency p50	-	-
Cost / job	$0.0017	-
Closed or unknown postings	10.4%	-
Duplicate postings	15.0%	-
Location accuracy	95.5%	-
Posted-date accuracy	24.5%	-
Description present	100.0%	-
Coverage by country	92.9%	-

Technographic Datacore + suite-specific metrics

updated 2026-09-25

Metric	Bright Data · not measured	Fiber AI · #10 of 10
Coverage	-	83.0%
Detection accuracy	-	18.0%
Latency p50	-	1,131ms
Cost / lookup	-	$0.043
Live stack recall	-	6.6%
Technologies per domain	-	3
Dated results	-	0.0%
Coverage by geo / size	-	65.0%

Questions about Bright Data vs Fiber AI

Which is better, Bright Data or Fiber AI?

Fiber AI wins 17 of the 19 metrics decided between them, across 2 benchmarks that measured both. Leaderboard ranks: People Data: Bright Data #20 of 24, Fiber AI #10 of 24; Live Profile Data: Bright Data #5 of 5, Fiber AI #3 of 5.

Which is cheaper, Bright Data or Fiber AI?

Measured on the list price of each provider's central self-serve pack, divided by what it actually returned: People Data, price per matched profile: Bright Data $0.0013, Fiber AI $0.036; Live Profile Data, cost per profile: Bright Data $0.0013, Fiber AI $0.037.

How do Bright Data and Fiber AI compare in user reviews?

Bright Data holds 4.7 / 5 across 413 reviews on G2, Capterra and Product Hunt; Fiber AI has no public reviews on G2, Capterra, TrustRadius or Trustpilot. Ratings belong to their platforms and play no part in the benchmark grades.

How can you get data out of Bright Data and Fiber AI?

Bright Data offers an MCP server, a command-line tool, an API, dataset delivery, CSV export, batch endpoints, webhooks and native integrations; Fiber AI offers an MCP server, an API, dataset delivery, CSV export, batch endpoints and webhooks. Both offer an MCP server, an API, dataset delivery, CSV export, batch endpoints and webhooks.