Side-by-side · Rubric v1.0
Handshake vs Spark Hire
Handshake
Handshake is an early-career recruiting network whose employer tools use AI to rank applicants against employer-set criteria, find and message matching students and graduates, and target job promotions.
Substantial gaps
Screening
Spark Hire
Spark Hire is a hiring platform combining one-way (async) and live video interviewing with an applicant tracking system (via its Comeet acquisition), and adds AI features that score and rank candidates' resumes and one-way video responses to help recruiters prioritize submissions.
Substantial gaps
Video interview
The result
3 points separate Spark Hire and Handshake.
Spark Hire (Video interview) edges Handshake (Screening) by 3 points under rubric v1.0, 53 to 50. Spark Hire leads 5 of the 7 criteria, including Article 11 Technical Documentation, while Handshake leads 1, including Post-Market Monitoring, and 1 is level. One criterion, Article 11 Technical Documentation, is both the widest raw gap (Handshake 48, Spark Hire 58) and the heaviest weighted swing, and at 20% weight it makes up 40% of the weighted advantage Spark Hire holds across the 5 criteria it leads.
Criteria won
7 criteria
- Handshake1
- Spark Hire5
- Level1
- Widest raw gap
- Article 11 Technical Documentation48 vs 58
- Heaviest weighted swing
- Article 11 Technical Documentation20% weight
The record
Categories, scope and company facts.
Handshake is filed under Screening AI, Spark Hire under Video interview AI. They record no secondary category in common.
Both are in scope of
Only Spark Hire is in scope of
| Record | Handshake | Spark Hire |
|---|---|---|
| Price tier | Mid | Mid |
| Headquarters | US | US |
| Founded | 2014 | 2012 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Article 11 Technical Documentation
20% weight32% of the movement so far
Handshake48Spark Hire582.0 weighted points to Spark Hire
- 2
Bias Audit Transparency
18% weight61% of the movement so far
Handshake52Spark Hire621.8 weighted points to Spark Hire
- 3
Post-Market Monitoring
12% weight80% of the movement so far
Handshake48Spark Hire381.2 weighted points to Handshake
- 4
Human Oversight Design
12% weight88% of the movement so far
Handshake58Spark Hire620.5 weighted points to Spark Hire
- 5
Data Governance Disclosure
15% weight95% of the movement so far
Handshake57Spark Hire600.4 weighted points to Spark Hire
- 6
Customer Documentation
8% weight100% of the movement so far
Handshake60Spark Hire640.3 weighted points to Spark Hire
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -3.9 — the difference between the two totals before either is rounded. Shares are of 6.3 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -3 beside that -3.9.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is Handshake minus Spark Hire, coloured for whichever of the two it favours.
| Category | Weight | Handshake | Spark Hire | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 48 | 58 | -10 | -2.0 |
| Bias Audit Transparency | 18% | 52 | 62 | -10 | -1.8 |
| FRIA Support | 15% | 30 | 30 | - | - |
| Data Governance Disclosure | 15% | 57 | 60 | -3 | -0.4 |
| Human Oversight Design | 12% | 58 | 62 | -4 | -0.5 |
| Post-Market Monitoring | 12% | 48 | 38 | +10 | +1.2 |
| Customer Documentation | 8% | 60 | 64 | -4 | -0.3 |
| Total | 100% | 50F | 53F | -3 | -3.9 |
Evidence
Cited sources and documented absences, criterion by criterion.
An absence is a finding, not a blank: the reviewer looked for a named artefact and recorded that it is not located. Where a source sits is a fact about hosting only.
| Criterion | Weight | Handshake | Spark Hire | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 4 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 5 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 3 | 0 | Audit reportSources on a separate domain |
| FRIA Support | 15% | 3 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 4 | 1 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 4 | 1 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domainSources on a separate domain |
| All criteria | 100% | 27 | 7 | Audit reportSources on the vendor's own domainSources on a separate domain | 16 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain |
Handshake has 34 evidence rows across 7 of 7 criteria — 27 with a source URL, 7 documented absences; Spark Hire has 20 evidence rows across 7 of 7 criteria — 16 with a source URL, 4 documented absences; some documentation or audit rows for Handshake and Spark Hire sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 54 evidence rows on file for these two vendors: 34 for Handshake, across 2 distinct source domains, and 20 for Spark Hire, across 2 distinct source domains.
- Rubric
- v1.0
- Handshake last reviewed
- September 25, 2026 · HireAIScore editorial team
- Spark Hire last reviewed
- June 7, 2026 · HireAIScore editorial team
HireAIScore scores are editorial research, not legal advice, and no vendor pays for placement, scoring or removal — see the methodology, conflicts policy and terms.