Roadmap

What we're building now, what's queued next, and what we plan for later. Last reviewed 2026-04-22.

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Now · 3

Methodology agent: bias-source calibration

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Extend AI Review's methodology agent to score selection, performance, detection, and attrition bias on a 0-3 scale per STROBE/CONSORT axis, shown in the AI Review report beside its existing findings.

Figure/table extraction 2.0

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Switch from text-only analysis to pdfplumber+pymupdf dual-pass. Extract figure captions alongside panels so the figures agent can score labelling consistency directly.

Paid-ads ramp-up (infra only)

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Day 5 shipped the pixel loader + retargeting cohort builder. "Now" means: validate Meta Pixel + Google Ads fires in GTM Debugger under real consent. No spend yet.

Next · 3

Reviewer-rebuttal conversation loop

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Let authors respond to a specific agent critique; re-run that single agent with the rebuttal in context. Keeps audit trail.

Per-paper citation graph

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Show a force-directed graph of the works a manuscript cites and the papers around them, with OpenAlex backrefs.

Institutional dashboards

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Tenant-scoped dashboards for university and lab tenants: AI Review and Pre-Check usage across their researchers, and the review axes that fail most often.

Later · 3

Human-in-the-loop reviewer network

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Invite domain experts to co-review 10% of papers alongside our review engine. Training signal + credibility anchor.

Overleaf integration

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Send a manuscript to AI Review directly from an Overleaf project, without exporting a PDF.

Mobile upload flow

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Progressive upload + metadata capture on mobile. Currently blocked by PDF-upload UX on iOS Safari.

Command palette

Jump anywhere, run any action.