§ The result
Careerflow leads Interview Sidekick on all 7 criteria.
Rubric js-v1.0 puts 30 points between Careerflow (Career coaching) and Interview Sidekick (Live interview): 60 (D) for Careerflow, 30 (F) for Interview Sidekick. Careerflow leads every one of the 7 criteria and 4 of them by 20 raw points or more, Data & Credential Safety among them; Interview Sidekick leads none. The widest raw gap and the heaviest weighted swing fall on different criteria: Employer & ATS Legitimacy (Careerflow 66, Interview Sidekick 20) and Data & Credential Safety at 20% (Careerflow 73, Interview Sidekick 28), the second being 30% of the weighted advantage Careerflow holds across the 7 criteria on that side of the table.
Vendor profile
Careerflow
An AI "career copilot" for job seekers that builds and ATS-optimizes resumes, optimizes LinkedIn profiles, writes cover letters, tracks applications with browser-extension autofill across 45+ ATS platforms, and runs AI mock interviews.
Vendor profile
Interview Sidekick
Interview Sidekick is a desktop AI interview assistant that offers mock-interview practice and a 10,000+ question bank before interviews, and during live interviews transcribes the interviewer's questions and feeds the candidate suggested answers through an on-screen overlay it markets as invisible to screen sharing.
§ The record
Careerflow is filed under AI career coaching, Interview Sidekick under Live interview assistance. They record no secondary category in common.
| Record | Careerflow | Interview Sidekick |
|---|---|---|
| Price tier | Mid | High |
| Headquarters | US | US |
| Founded | 2020 | 2024 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 30% of the movement so far
Data & Credential Safety
Careerflow 73 · Interview Sidekick 28
9.0 weighted points to Careerflow
15% weight · 53% of the movement so far
Employer & ATS Legitimacy
Careerflow 66 · Interview Sidekick 20
6.9 weighted points to Careerflow
20% weight · 74% of the movement so far
Application Honesty
Careerflow 50 · Interview Sidekick 18
6.4 weighted points to Careerflow
15% weight · 86% of the movement so far
User Control & Transparency
Careerflow 66 · Interview Sidekick 42
3.6 weighted points to Careerflow
12% weight · 92% of the movement so far
Effectiveness Evidence
Careerflow 40 · Interview Sidekick 25
1.8 weighted points to Careerflow
8% weight · 96% of the movement so far
Support & Accountability
Careerflow 64 · Interview Sidekick 48
1.3 weighted points to Careerflow
10% weight · 100% of the movement so far
Pricing & Cancellation Fairness
Careerflow 60 · Interview Sidekick 48
1.2 weighted points to Careerflow
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +30.2 — the difference between the two totals before either is rounded. Shares are of 30.2 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +30 beside that +30.2.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Careerflow minus Interview Sidekick.
| Category | Weight | Careerflow | Interview Sidekick | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Application Honesty | 20% | 50 | 18 | +32 | +6.4 |
| Data & Credential Safety | 20% | 73 | 28 | +45 | +9.0 |
| User Control & Transparency | 15% | 66 | 42 | +24 | +3.6 |
| Employer & ATS Legitimacy | 15% | 66 | 20 | +46 | +6.9 |
| Effectiveness Evidence | 12% | 40 | 25 | +15 | +1.8 |
| Pricing & Cancellation Fairness | 10% | 60 | 48 | +12 | +1.2 |
| Support & Accountability | 8% | 64 | 48 | +16 | +1.3 |
| Total | 100% | 60 (D) | 30 (F) | +30 | +30.2 |
§ 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 | Careerflow | Interview Sidekick | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Application Honesty | 20% | 2 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Data & Credential Safety | 20% | 2 | 0 | Sources on the vendor's own domain | 5 | 1 | Sources on the vendor's own domain |
| User Control & Transparency | 15% | 2 | 0 | Sources on the vendor's own domain | 4 | 0 | Sources on the vendor's own domain |
| Employer & ATS Legitimacy | 15% | 2 | 0 | — | 3 | 1 | Sources on the vendor's own domain |
| Effectiveness Evidence | 12% | 2 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| Pricing & Cancellation Fairness | 10% | 3 | 0 | Sources on the vendor's own domain | 5 | 1 | Sources on the vendor's own domain |
| Support & Accountability | 8% | 3 | 0 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domainSources on a separate domain |
| All criteria | 100% | 16 | 2 | Sources on the vendor's own domain | 28 | 6 | Sources on the vendor's own domainSources on a separate domain |
Careerflow has 18 evidence rows across 7 of 7 criteria — 16 with a source URL, 2 documented absences; Interview Sidekick has 34 evidence rows across 7 of 7 criteria — 28 with a source URL, 6 documented absences; some documentation or audit rows for Interview Sidekick sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 52 evidence rows on file for these two vendors: 18 for Careerflow, across 3 distinct source domains, and 34 for Interview Sidekick, across 4 distinct source domains.
- Rubric
- js-v1.0
- Careerflow last reviewed
- July 17, 2026 · HireAIScore editorial team
- Interview Sidekick last reviewed
- September 4, 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