Side-by-side · Rubric v1.0
Glider AI vs Toggl Hire
Glider AI
Glider AI is a skills-validation platform that screens and verifies candidates with auto-scored skills assessments and coding simulations, autonomous AI video and voice interviews that score responses against job requirements, live coding interviews, AI proctoring, and biometric ID verification.
Substantial gaps
Assessment
Toggl Hire
Toggl Hire is a skills-first hiring platform (now being retired) that screens candidates with auto-graded skills tests, async video interviews and homework assignments, bundled with a lightweight ATS.
Substantial gaps
Assessment
The result
Glider AI leads Toggl Hire by 15 points.
Glider AI finishes 15 points clear of Toggl Hire inside the Assessment cohort under rubric v1.0: 52 against 37. The 7 criteria split 6 to 1 in favour of Glider AI: Glider AI is ahead on Bias Audit Transparency and Toggl Hire on Data Governance Disclosure. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Glider AI 68, Toggl Hire 20 — and at an 18% weight it carries 56% of the weighted advantage Glider AI holds across the 6 criteria on that side of the table.
Criteria won
7 criteria
- Glider AI6
- Toggl Hire1
- Widest raw gap
- Bias Audit Transparency68 vs 20
- Heaviest weighted swing
- Bias Audit Transparency18% weight
The record
Categories, scope and company facts.
Glider AI and Toggl Hire are both filed under Assessment AI. They also share 1 secondary category: Screening.
Both are in scope of
| Record | Glider AI | Toggl Hire |
|---|---|---|
| Price tier | Mid | Low |
| Headquarters | US | EE |
| Founded | 2020 | 2013 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Bias Audit Transparency
18% weight55% of the movement so far
Glider AI68Toggl Hire208.6 weighted points to Glider AI
- 2
Article 11 Technical Documentation
20% weight83% of the movement so far
Glider AI52Toggl Hire304.4 weighted points to Glider AI
- 3
Customer Documentation
8% weight88% of the movement so far
Glider AI60Toggl Hire500.8 weighted points to Glider AI
- 4
FRIA Support
15% weight93% of the movement so far
Glider AI35Toggl Hire300.8 weighted points to Glider AI
- 5
Post-Market Monitoring
12% weight97% of the movement so far
Glider AI40Toggl Hire350.6 weighted points to Glider AI
- 6
Human Oversight Design
12% weight99% of the movement so far
Glider AI55Toggl Hire520.4 weighted points to Glider AI
- 7
Data Governance Disclosure
15% weight100% of the movement so far
Glider AI54Toggl Hire550.1 weighted points to Toggl Hire
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +15.4 — the difference between the two totals before either is rounded. Shares are of 15.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +15 beside that +15.4.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is Glider AI minus Toggl Hire, coloured for whichever of the two it favours.
| Category | Weight | Glider AI | Toggl Hire | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 52 | 30 | +22 | +4.4 |
| Bias Audit Transparency | 18% | 68 | 20 | +48 | +8.6 |
| FRIA Support | 15% | 35 | 30 | +5 | +0.8 |
| Data Governance Disclosure | 15% | 54 | 55 | -1 | -0.1 |
| Human Oversight Design | 12% | 55 | 52 | +3 | +0.4 |
| Post-Market Monitoring | 12% | 40 | 35 | +5 | +0.6 |
| Customer Documentation | 8% | 60 | 50 | +10 | +0.8 |
| Total | 100% | 52F | 37F | +15 | +15.4 |
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 | Glider AI | Toggl Hire | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 1 | Sources on the vendor's own domainSources on a separate domain | 1 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 1 | Audit reportSources on a separate domain | 0 | 1 | — |
| FRIA Support | 15% | 2 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 6 | 1 | Sources on the vendor's own domainSources on a separate domain | 2 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 7 | 0 | Sources on the vendor's own domainSources on a separate domain | 2 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 2 | 0 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domainSources on a separate domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 27 | 6 | Audit reportSources on the vendor's own domainSources on a separate domain | 10 | 4 | Sources on the vendor's own domain |
Glider AI has 33 evidence rows across 7 of 7 criteria — 27 with a source URL, 6 documented absences; Toggl Hire has 14 evidence rows across 7 of 7 criteria — 10 with a source URL, 4 documented absences; some documentation or audit rows for Glider AI sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 47 evidence rows on file for these two vendors: 33 for Glider AI, across 4 distinct source domains, and 14 for Toggl Hire, across 1 distinct source domain.
- Rubric
- v1.0
- Glider AI last reviewed
- September 25, 2026 · HireAIScore editorial team
- Toggl Hire last reviewed
- July 17, 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.