HR AI Index

Index › Vendors › Byteboard · September 2026 Edition

1 category · Named, not ranked

Byteboard

4Judge labels

0First choices

0Negative labels

3 of 12Models named it

1Category

September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.1, every buyer segment counted.

Standing

3 labels, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. Byteboard was named 3 times in Technical hiring assessm, where HackerRank led with 28%. The labels and the evidence are below, counted exactly.

By buyer segmentRead the same way at every buyer size.

Small businessnot named

No model named it for this buyer.

Mid-market17 of 52

under the label threshold

Enterprise27 of 38

under the label threshold

In technical hiring assessm · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named Byteboard for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant
Technical hiring assessments	Talent acquisition	0%	17 of 52	0%	3	under 10 labels · led by HackerRank at 28%

Movement

This is the first edition on this tier, so no move can be computed for Byteboard yet. From the next edition this section shows, per buyer segment, whether its share moved by more than the measured noise floor.

By model

How each model treated Byteboard across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

Model	First choice	Alternative	Mention	Labels
Claude Haiku 4.5	0	0	0	0
GPT-5.4 mini	0	0	0	0
Gemini 3.5 Flash	1	0	1	2
Perplexity Sonar	0	1	0	1
Grok 4.1 Fast	0	0	0	0
Mistral Small	0	0	0	0
DeepSeek V4 Flash	0	0	0	0
Llama 4 Maverick	0	0	0	0
Qwen 3.7 Flash	0	0	0	0
Kimi K2	0	0	0	0
GLM 4.7 FlashX	0	0	0	0
MiniMax M2.5	0	0	0	0

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.

FramingLabels by classFirst choices

Direct0 labelsNone

Paraphrase1 labelNone

Comparative0 labelsNone

Budget-constrained0 labelsNone

Scale-constrained2 labelsNone

Negative1 label1not counted in share

First choiceAlternativeMentionNegative4 labels in all, every segment counted; 0 of the 1 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“Byteboard or Woven: These evaluate candidates on real engineering tasks” Gemini 3.5 Flash · Technical hiring assessm · negative prompt · first choice

“Choose Byteboard if you want to focus on real-world skills and more structured evaluation” Perplexity Sonar · Technical hiring assessm · paraphrase prompt · alternative

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

No model argued against it.

Named alongside

The products named in the same answers as Byteboard, over the 4 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Byteboard was named but was not.

ProductSame answerTook the first choice insteadHead to head

HackerRank4 of 41Not in the top three

CodeSignal3 of 40Not in the top three

CoderPad3 of 40Not in the top three

Codility3 of 40Not in the top three

Aptora1 of 40Not in the top three

CodePen1 of 40Not in the top three

CodeSubmit1 of 40Not in the top three

Glider.ai1 of 40Not in the top three

Goodfit1 of 40Not in the top three

Karat1 of 40Not in the top three

A head-to-head page exists where both products are in a category's top three. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Byteboard. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 2 of the 4 answers that named Byteboard and are not a share of its labels.

Domains cited

aicuflow.com1

augmentcode.com1

blog.getagency.com1

cleverx.com1

clutch.co1

coderpad.io1

codesignal.com1

codility.com1

customgpt.ai1

f6s.com1

Ten of the ten domain citations in answers naming Byteboard came from somebody else's page.

Pages cited

aicuflow.com/blog/enterprise-ai-sso-rbac-audit1

augmentcode.com/guides/cto-ai-coding-checklist1

blog.getagency.com/articles/soc-2-for-devtools-developer-platforms1

cleverx.com/blog/best-b2b-customer-interview-tools-at-scale-in-2026-10-platforms-for-produ1

clutch.co/resources/ai-recruiting-software-tech-hiring1

coderpad.io/1

codesignal.com/blog/best-coding-interview-tools-in-2026-codesignal-guide1

codesignal.com/blog/the-20-best-tech-recruiting-platforms-to-power-your-hiring1

Pages are listed as the models cited them.

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Byteboard's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Byteboard, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at byteboard.com is approved on the spot, any other address is reviewed by hand.

Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.