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STEWARD for academic and editorial platforms

A journal runs every submission on its own editorial system. STEWARD is embedded inside it. When a decision cannot wait, STEWARD reads the editorial policies and the live manuscript record the moment the editor asks, and answers with its sources.

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WHY STEWARD STEWARD is perfect for academic platforms.

  • Every answer shows its work.

    Source, time, input, output. Logged and exportable. STEWARD answers only from your editorial material.

  • Reviewer policy, applied to the manuscript.

    STEWARD reads the reviewer policy from the knowledge base and the suggested reviewers and co-author records live from your editorial API, and answers who can be invited.

  • Conflicts found before the invitation.

    Co-authorship windows and missing researcher IDs surface in the answer, with the policy section cited.

  • Your reviewer pool, analysed.

    STEWARD reads invitations live, runs the analysis in a sealed sandbox and returns acceptance rates by source with a chart.

  • No predictions.

    Whether a reviewer will respond, or whether a paper will pass, is not in your material, and STEWARD says so.

  • The editor decides.

    STEWARD reads. The editor invites the reviewers and records the reasons. STEWARD never sends an invitation.

PRICING Start free. Upgrade when your users depend on it.

Free

$0free forever

Every sign-up starts here.

  • 1 product, 1 data source
  • 50 insight credits a month
  • Full trace visible
  • Buy credit bundles any time
  • Data sources are removed after 30 days without use

Starter

$490per year, or $49 a month2 months free

One product, one team.

Everything in Free, plus

  • 2 products, 3 data sources
  • 180 insight credits a month
  • Records kept 90 days

Enterprise

Custom

Sold by contract.

  • Starts at Growth's values, or the contract's
  • Secret keys and the control-plane API
  • Records kept 6 months, up to a year

A delivered answer costs one to five credits, by depth. An answer that never arrived costs nothing. No seats. No overage.

See STEWARD pricing

QUESTIONS STEWARD, in plain words.

What can STEWARD answer for an academic or editorial platform?

STEWARD answers reviewer and policy questions from your editorial policies and the live manuscript records, under each editor's own login, with the sections cited. It also returns acceptance rates by reviewer source from a sealed sandbox.

Does STEWARD predict reviewer responses or paper outcomes?

STEWARD finds no source for a prediction in the material, and says so.

Does STEWARD send reviewer invitations?

STEWARD reads. The editor decides and sends.

What does STEWARD record for each answer?

STEWARD records source, time, input, output. Logged and exportable. STEWARD does not record who asked.

Does STEWARD need signed-in users?

STEWARD's live reads need a host application with signed-in users, because STEWARD borrows their token. A public site without login gets knowledge-base answers only.

Where does the data go?

AWS services alone process STEWARD's institutional content. AWS Bedrock is the sole model provider.

Every answer on the record. Starting with yours.

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