Side-by-side · Rubric js-v1.0
Dreamwork vs LandEarly
Dreamwork
Dreamwork is an AI job-search agent for tech roles that ranks live listings against a job seeker's resume, writes a tailored resume, cover letter and screening answers for each role, and submits them on employer application systems such as Greenhouse, Lever and Workday, one tap at a time or through an opt-in Autopilot.
Substantial gaps
Auto-apply
LandEarly
LandEarly is an AI auto-apply platform that watches employers' own job boards, writes role-tailored resumes and cover letters checked against a job seeker's real history, and submits through the employer's public apply form, with autopilot on by default and review-first one toggle away.
Concerning
Auto-apply
The result
LandEarly leads Dreamwork by 8 points.
LandEarly scores 65 (D) and Dreamwork 57 (F) under rubric js-v1.0 — an 8-point gap inside the Auto-apply cohort. LandEarly leads 5 of the 7 criteria, including Data & Credential Safety, while Dreamwork leads 1, including Support & Accountability, and 1 is level. The advantage LandEarly holds is spread out: Data & Credential Safety is both the widest raw gap and the heaviest weighted swing (Dreamwork 54, LandEarly 70, 20% weight), yet it supplies only 33% of the weighted points LandEarly gains across the 5 criteria it leads.
Criteria won
7 criteria
- Dreamwork1
- LandEarly5
- Level1
- Widest raw gap
- Data & Credential Safety54 vs 70
- Heaviest weighted swing
- Data & Credential Safety20% weight
Keep this comparison
Both scores and all 7 criteria, side by side, in your inbox.
The record
Categories, scope and company facts.
Dreamwork and LandEarly are both filed under Auto-apply tools. They also share 3 secondary categories: Job matching, Resume AI and Tracker.
| Record | Dreamwork | LandEarly |
|---|---|---|
| Price tier | Mid | Mid |
| Headquarters | US | US |
| Founded | 2026 | 2026 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Data & Credential Safety
20% weight30% of the movement so far
Dreamwork54LandEarly703.2 weighted points to LandEarly
- 2
Application Honesty
20% weight56% of the movement so far
Dreamwork62LandEarly762.8 weighted points to LandEarly
- 3
Employer & ATS Legitimacy
15% weight70% of the movement so far
Dreamwork52LandEarly621.5 weighted points to LandEarly
- 4
Effectiveness Evidence
12% weight81% of the movement so far
Dreamwork48LandEarly581.2 weighted points to LandEarly
- 5
Support & Accountability
8% weight92% of the movement so far
Dreamwork64LandEarly501.1 weighted points to Dreamwork
- 6
User Control & Transparency
15% weight100% of the movement so far
Dreamwork58LandEarly640.9 weighted points to LandEarly
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -8.5 — the difference between the two totals before either is rounded. Shares are of 10.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -8 beside that -8.5.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is Dreamwork minus LandEarly, coloured for whichever of the two it favours.
| Category | Weight | Dreamwork | LandEarly | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Application Honesty | 20% | 62 | 76 | -14 | -2.8 |
| Data & Credential Safety | 20% | 54 | 70 | -16 | -3.2 |
| User Control & Transparency | 15% | 58 | 64 | -6 | -0.9 |
| Employer & ATS Legitimacy | 15% | 52 | 62 | -10 | -1.5 |
| Effectiveness Evidence | 12% | 48 | 58 | -10 | -1.2 |
| Pricing & Cancellation Fairness | 10% | 64 | 64 | - | - |
| Support & Accountability | 8% | 64 | 50 | +14 | +1.1 |
| Total | 100% | 57F | 65D | -8 | -8.5 |
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 | Dreamwork | LandEarly | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Application Honesty | 20% | 7 | 0 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Data & Credential Safety | 20% | 4 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| User Control & Transparency | 15% | 5 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Employer & ATS Legitimacy | 15% | 7 | 1 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Effectiveness Evidence | 12% | 6 | 1 | Sources on the vendor's own domain | 2 | 1 | — |
| Pricing & Cancellation Fairness | 10% | 5 | 0 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Support & Accountability | 8% | 8 | 1 | Sources on the vendor's own domainSources on a separate domain | 1 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 42 | 5 | Sources on the vendor's own domainSources on a separate domain | 15 | 4 | Sources on the vendor's own domain |
Dreamwork has 47 evidence rows across 7 of 7 criteria — 42 with a source URL, 5 documented absences; LandEarly has 19 evidence rows across 7 of 7 criteria — 15 with a source URL, 4 documented absences; some documentation or audit rows for Dreamwork sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 66 evidence rows on file for these two vendors: 47 for Dreamwork, across 5 distinct source domains, and 19 for LandEarly, across 2 distinct source domains.
- Rubric
- js-v1.0
- Dreamwork last reviewed
- November 6, 2026 · HireAIScore editorial team
- LandEarly last reviewed
- November 2, 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