Side-by-side · Rubric v1.0
iMocha vs Sapia.ai
iMocha
iMocha is an AI-powered skills assessment and skills-intelligence platform that evaluates candidates and employees across technical, cognitive, coding, and soft skills for hiring and internal talent management, including AI-based coding simulators and an AI video interviewer (Tara).
Substantial gaps
Assessment
Sapia.ai
Structured, text-based chat interview that scores candidates on personality (HEXACO) and competency traits - with no video, audio, or demographic data used.
Substantial gaps
Assessment
The result
iMocha and Sapia.ai tie at 56.
iMocha and Sapia.ai, both in the Assessment cohort, tie at 56 under rubric v1.0 by different routes through the criteria. iMocha leads 4 of the 7 criteria and Sapia.ai 3, yet the two totals land on the same number. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — iMocha 44, Sapia.ai 52 — and at an 18% weight it carries 69% of the weighted advantage Sapia.ai holds across the 3 criteria on that side of the table.
Criteria won
7 criteria
- iMocha4
- Sapia.ai3
- Widest raw gap
- Bias Audit Transparency44 vs 52
- Heaviest weighted swing
- Bias Audit Transparency18% weight
Keep this comparison
Both scores and all 7 criteria, side by side, in your inbox.
The record
Categories, scope and company facts.
iMocha and Sapia.ai are both filed under Assessment AI. They also share 1 secondary category: Screening.
Both are in scope of
| Record | iMocha | Sapia.ai |
|---|---|---|
| Price tier | Mid | Enterprise |
| Headquarters | IN | AU |
| Founded | 2015 | 2013 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Bias Audit Transparency
18% weight39% of the movement so far
iMocha44Sapia.ai521.4 weighted points to Sapia.ai
- 2
Data Governance Disclosure
15% weight55% of the movement so far
iMocha66Sapia.ai620.6 weighted points to iMocha
- 3
FRIA Support
15% weight67% of the movement so far
iMocha38Sapia.ai350.4 weighted points to iMocha
- 4
Article 11 Technical Documentation
20% weight78% of the movement so far
iMocha68Sapia.ai700.4 weighted points to Sapia.ai
- 5
Customer Documentation
8% weight87% of the movement so far
iMocha66Sapia.ai620.3 weighted points to iMocha
- 6
Human Oversight Design
12% weight93% of the movement so far
iMocha64Sapia.ai620.2 weighted points to iMocha
- 7
Post-Market Monitoring
12% weight100% of the movement so far
iMocha48Sapia.ai500.2 weighted points to Sapia.ai
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -0.5 — the difference between the two totals before either is rounded. Shares are of 3.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads 0 beside that -0.5.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is iMocha minus Sapia.ai, coloured for whichever of the two it favours.
| Category | Weight | iMocha | Sapia.ai | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 68 | 70 | -2 | -0.4 |
| Bias Audit Transparency | 18% | 44 | 52 | -8 | -1.4 |
| FRIA Support | 15% | 38 | 35 | +3 | +0.4 |
| Data Governance Disclosure | 15% | 66 | 62 | +4 | +0.6 |
| Human Oversight Design | 12% | 64 | 62 | +2 | +0.2 |
| Post-Market Monitoring | 12% | 48 | 50 | -2 | -0.2 |
| Customer Documentation | 8% | 66 | 62 | +4 | +0.3 |
| Total | 100% | 56F | 56F | - | -0.5 |
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 | iMocha | Sapia.ai | ||||
|---|---|---|---|---|---|---|---|
| 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 | 3 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 1 | Sources on a separate domain | 2 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domainSources on a separate domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 4 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain | 3 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 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% | 3 | 1 | Sources on the vendor's own domainSources on a separate domain | 3 | 0 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 21 | 5 | 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 |
iMocha has 26 evidence rows across 7 of 7 criteria — 21 with a source URL, 5 documented absences; Sapia.ai has 20 evidence rows across 7 of 7 criteria — 16 with a source URL, 4 documented absences; some documentation or audit rows for iMocha and Sapia.ai sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 46 evidence rows on file for these two vendors: 26 for iMocha, across 2 distinct source domains, and 20 for Sapia.ai, across 2 distinct source domains.
- Rubric
- v1.0
- iMocha last reviewed
- July 17, 2026 · HireAIScore editorial team
- Sapia.ai 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.
Where next
Scored against