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Curation vs coverage

ShouldApply vs Otta (Welcome to the Jungle): Curation vs Scoring

Otta built its reputation on curation: a vetted pool of tech companies, preference-based matching, and a feed with dramatically less noise than the big boards. It was acquired by Welcome to the Jungle in 2024 and now operates under that name, keeping the matching algorithm. It's free for job seekers; companies pay to be on the platform.

Curation is a real answer to job board noise, and within its pool the signal is high. The limits are the pool itself and the depth of the match. A great-fit role at a company that isn't a paying partner never appears, and “matched to your preferences” is as deep as the explanation goes.

Score a job freeTwo ways to cut the noise

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The short version

Curation decides what you see. Scoring decides what you do.

Otta's answer to job board noise is to shrink the pool to vetted employers. Ours is to score everything on one scale. The two compose well precisely because they do not overlap.

Everything on this page about Otta links to their own pages, with the date we checked it.

The short answer

Pick Otta if
You want a low-noise feed of vetted tech employers and rich company profiles, free.
Pick ShouldApply if
You want to score any listing from any source on one scale, including those outside a curated pool.

Two answers to the same problem

Both are noise filters. They filter at opposite ends.

One filters before you look. The other filters after. Which you want depends on whether your risk is wasted time or missed opportunity.

Welcome to the Jungle (Otta)

Curate the pool

How
Vet the employers, take them as paying partners, and only ever show you jobs from inside that set.
What it wins
Almost no spam, rich company profiles, a genuinely pleasant feed.
What it costs
A perfect role at a company that is not a partner never reaches you, and you cannot tell what you did not see.

ShouldApply

Rank everything

How
Take any listing from any source and return one 0-100 score with the deductions itemized.
What it wins
Nothing is out of reach, and the reasoning is visible rather than implied.
What it costs
No curated discovery feed, and no company culture profiles. You still have to find the listings somewhere.

Worth knowing: Otta was acquired by Welcome to the Jungle in 2024 and now runs under that brand, keeping the matching approach. The pool skews tech and start-up, and is strongest in the UK.

Feature by feature

ShouldApply and Otta, side by side

Every row is a claim we would defend in writing. Otta wins on discovery experience and company profiles.

Feature comparison between ShouldApply and Otta. Three columns: feature, ShouldApply, Otta.
FeatureShouldApplyScore a job freeOtta
Core functionJob fit scoring (0-100)Curated preference-based matching
CoverageAny listing you pasteVetted partner companies (tech, UK/US/EU)
Match explanationPoint-level deductionsPreference tags
Skill depth analysisL1–L5Not included. No
Ghost job detectionIncluded. Yes (0-95%)Employer vetting reduces (not scored)
Salary transparencyBenchmarks on any listingGood on UK listings, thinner in US
Company culture infoNot included. NoRich company profiles
PricingFree tier + $14/mo ProFree for seekers
Best forScoring jobs from anywhereDiscovering vetted tech employers

No spin

What each one genuinely does better

Both are free to the job seeker. Otta is paid for by employers, which is also why its pool is bounded.

Where Otta wins

Otta built the least annoying job feed in tech

  • Preference-driven discovery

    Set what you want once and the feed respects it. For browsing rather than hunting, it is more pleasant than anything we offer.

  • Company profiles with substance

    Culture, benefits, funding stage and team size, presented properly. We have nothing comparable.

  • Employer vetting

    Because companies pay to be listed, there is far less spam than on an open board. That is a real structural advantage.

Where ShouldApply wins

ShouldApply scores what curation leaves unanswered

  • Any listing, any source

    Most jobs in the world are outside any curated pool. Paste a URL from anywhere and it scores the same way.

  • Depth, not preference matching

    Matching your stated salary floor and location is filtering. Reading whether the role wants L2 or L4 on its core skill is scoring.

  • No discovery feed

    Our gap

    We do not surface jobs you had not already found. Otta's feed is genuinely better at putting a new company in front of you.

Where we are the wrong tool

You probably don't want ShouldApply if

  • You want a curated feed that introduces you to companies you had not heard of.
  • Company culture and benefits detail matter more to you right now than per-listing fit.
  • You are searching outside tech, where a vetted start-up pool and our skill-depth model both have less to say.
  • You want one place to browse rather than a filter you run on listings you already found.

Making roles comparable

Curated feed in, one scale out

Treat Otta as one of several sources, then put everything through the same scoring step so the comparison is like for like.

  • Otta

    A curated feed matched to stated preferences.

  • A referral from someone you trust

    Arrives with context and no filtering at all.

  • A cold posting you found yourself

    No curation, no signal about whether it is live.

  • A recruiter approach in your inbox

    Flattering, and carries the least data of the four.

One scale

Every candidate role scored 0-100 against the same profile

  • Rank a curated match against a referral without guessing.
  • See which of them is actually the strongest fit, not the best packaged.
  • Apply to a short list drawn from all four, in one order.
A curated feed and a job board produce roles you cannot rank against each other. They become comparable at the point they share a measurement, not before.

Straight answers

Questions about ShouldApply and Otta

Is Otta still called Otta?

The product now operates as Welcome to the Jungle after the 2024 acquisition, with the app listed as “Welcome to the Jungle (Otta).” The matching approach carried over.

Otta only shows jobs that match me. Isn't that the same thing?

It's filtering at the preference level: role type, salary, location, company stage. ShouldApply evaluates fit at the skill-depth level and shows the deductions. A job can pass all your preferences and still be a 50 for you, and that's the number you want before spending an evening on it.

Which covers more jobs?

ShouldApply, by design. Otta's pool is vetted partner companies with a tech and startup skew, strongest in the UK. ShouldApply scores any listing you paste, from any board, in any industry.

Curated feed or open board, get the score.

Paste any listing at ShouldApply, free.

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