ScholarSignal

For researchers in marketing & business

Know if your paper idea is worth writing before you write it

Describe your idea in a few sentences. ScholarSignal searches the literature for the closest existing work and returns an editor-style verdict on contribution, design and journal fit, while changing direction is still cheap.

  • One free evaluation
  • No password or card
  • Results by email

Do recommendation feeds make customers more loyal?

VerdictRefine

A relevant question, but a one-time survey cannot support the causal claim about personalisation, and “loyalty” needs a precise outcome. Narrow the claim or find variation in exposure.

  • Contribution viabilityAdequate
  • Claim–design alignmentMajor mismatch
  • Journal fitAcceptable
  • Desk-reject riskHigh

Closest existing work · 12 papers retrieved from OpenAlex, each with how your idea differs

Illustrative evaluation
Fictional ideas showing the report format

The expensive mistakes happen before the first draft.

A contribution that already exists, or a claim the data can’t support, usually surfaces only at desk review, months into the work. Most AI review tools read finished manuscripts. ScholarSignal reads the idea.

Day one

Idea evaluation

ScholarSignal tests the contribution and design before you invest in data collection and writing.

What a change takes: an afternoon of rethinking

Weeks in

Manuscript review

AI and human reviewers catch problems in a finished draft, when the design is already fixed.

What a change takes: weeks of redesign and rewriting

Months in

Desk reject

An editor names the problem after the paper is written, submitted and waiting in the queue.

What a change takes: new data, a new draft, a new journal

What comes back

A structured second opinion you can act on, not a score and a shrug. Here is what each report contains.

1

Verdict and four gates

Refinetwo gates flagged, with reasons
Contribution Claim–design Journal fit Desk risk

A verdict with its reasons

Contribution viability, claim–design alignment, journal fit and desk-reject risk, each explained, ending in Go, Refine, Pivot or Retire.

GoRefinePivotRetire
2

Closest existing work

0.84
0.79
0.74

Originality, grounded

The closest existing papers and authors, retrieved from OpenAlex, with how your idea differs and where the evidence is thin.

3

Where to send it

78
64
52

Where to send it

Journals where this literature actually publishes, with a suitability score (never an acceptance probability), plus open calls and special issues that fit.

4

Next steps

  1. Narrow the claim to what the design can show
  2. Define loyalty as one measurable outcome
  3. Find variation in exposure to the feed

What to change next

Three to five actions, ordered by importance, so you know what to fix before the next version. Then a weekly radar of matched opportunities.

How it works

Three steps. You can close the tab after the first.

  1. Describe the idea

    A title and a few sentences to a full abstract: the question, setting, data if any, and what the paper would claim.

  2. We search and evaluate

    Your idea becomes construct-aware literature queries. An evaluator applies an editor rubric to the idea and the retrieved work.

  3. Read your report

    The evaluation arrives by email and stays in your account. Revise the idea and evaluate the next version when you are ready.

Built to be checked, not trusted blindly

What the evaluation stands on, and where it stops. Read the full method.

What it stands on

  • A rubric distilled from about 15 published editorials and editor essays on what survives desk review.
  • Literature retrieved from OpenAlex for your specific constructs, theories and effects, not surface keywords.
  • Each evaluation lists the works it used, so you can check them yourself.
  • Requests are routed only to AI providers that OpenRouter classifies as not training on submitted text. Privacy

Where it stops

  • It is a structured second opinion, not a prediction of acceptance.
  • The rubric was checked against a small set of papers with known outcomes, not validated at scale.
  • Literature search is broad but not exhaustive; a relevant paper can be missed.
  • Coverage is strongest in marketing and adjacent business fields today.

Evaluate my idea

One free evaluation per account. No password: results arrive by email.

A few sentences to a full abstract (80–8,000 characters).

Sharpens your weekly radar.

Your idea is processed only to produce your evaluation and radar. How we handle your data

Start free. Upgrade when you have more to test.

The evaluation quality is the same on both plans.

Free

€0

No card needed.

  • One evaluation per account
  • Report by email and in your workspace
  • Weekly radar for one project
Evaluate my idea

Failed evaluations do not use your allowance. Cancel renewal at any time; your saved history stays readable.

Questions

How is this different from asking ChatGPT?

A chatbot answers from memory and tends to agree with you. ScholarSignal first retrieves the actual closest papers from OpenAlex, then applies a fixed editor rubric to your idea and that evidence, and shows you the works it used so you can check them.

How is it different from manuscript review tools?

Those read a finished paper. ScholarSignal evaluates the idea before you have data or prose, when it is still cheap to narrow the claim, change the design or pick another question.

Is my unpublished idea safe?

Your idea is used only to produce your evaluation and radar. Requests go only to AI providers that OpenRouter classifies as not training on submitted text; this is a routing restriction, not a zero-retention guarantee. Read the privacy details.

Does a “Go” mean my paper will be accepted?

No. The verdict is a structured second opinion based on published editorial criteria and the literature we found. Editors and reviewers make the decision.

Which fields does it cover?

It works best in marketing and adjacent business fields today. Evaluations in other disciplines are possible but may be less reliable, and the opportunity radar has its strongest coverage in marketing.

How do I see my results later?

Sign in with the email you used. Your workspace keeps every evaluation, lets you evaluate revisions and shows your weekly radar.

Test the idea before you spend the year.

One free evaluation. It takes a few minutes to describe your idea.

Evaluate my idea for free
Evaluate my idea for free