Gleam

Gleam

Gleam is a browser-based AI data-entry assistant that moves source data from eSource into EDC case report forms for clinical research sites.

59/100MonitorCustom pricingContact Sales

For site-level coordinators, Gleam attacks the right problem: the copy-paste marathon between source documents and EDC fields, with per-field source traceability, low-confidence review, and error checks as you enter data rather than as sponsor queries weeks later. The zero-integration, browser-extension model means a site can adopt it without a sponsor conversation or an IT project, which is rare in this category. Two things temper the recommendation: paper and PDF source support is still labeled "coming soon" on Gleam's own product page, so sites with paper source should wait, and Gleam is not a trial management platform — sponsors and CROs wanting centralized multi-site oversight should

Verified 4d ago · liveness 59/100 · cite: rightaichoice.com/tools/gleam

Best for
  • Clinical research coordinators doing hours of source-to-EDC data entry
  • Site directors reducing transcription errors and sponsor queries
  • Sites running browser-based eSource and EDC systems
  • Research teams that need an audit-ready trail and per-field source traceability
Not ideal for
  • Sponsors or CROs needing centralized multi-site trial oversight
  • Sites working primarily from paper or PDF source today
  • Teams needing offline or desktop-only workflows
Visit Website

IntermediateNot documented in the available sources. Gleam's own pitch is that it requires no complex installation and no integrations, so you add the Chrome extension and then teach it your CRF pages: Quick learn for form structure, Deep learn for interactive elements and Fast Fill. Exact time to first filled CRF depends on how many CRF pages you learn first — the sources do not quote a figure.WebNo public APIVerified 4d ago
Pricing
Custom pricing
Contact Sales
Learning curve
Intermediate
Not documented in the available sources. Gleam's own pitch is that it requires no complex installation and no integrations, so you add the Chrome extension and then teach it your CRF pages: Quick learn for form structure, Deep learn for interactive elements and Fast Fill. Exact time to first filled CRF depends on how many CRF pages you learn first — the sources do not quote a figure.
Runs on
Web
No public API
Who it's for
Clinical research coordinator with browser-based eSource and EDCCRC handling a visit with dozens of concomitant medicationsQC reviewer or site director auditing entered data
Live sentiment
Is Gleam actually worth it?

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Skip it if

Skip Gleam if you are a sponsor or CRO that needs centralized multi-site trial oversight, or if your site still works primarily from paper or PDF source — that support is listed as coming soon, not live.

The 30-second take
Price reality

Gleam's pricing fits teams whose volume aligns with the published tiers. Compare against the alternatives listed below for stage-specific value.

In short

Gleam — Gleam is a browser-based AI data-entry assistant that moves source data from eSource into EDC case report forms for clinical research sites. Best for Clinical research coordinators doing hours of source-to-EDC data entry, Site directors reducing transcription errors and sponsor queries, Sites running browser-based eSource and EDC systems. Contact Sales pricing.

What people actually say about Gleam — is it worth it?

We scanned public community sources for Gleam on Jul 28, 2026 and could not establish that the discussion we found is about this tool rather than something else sharing its name. Our own analysis of that scan says the posts were off-subject. Rather than publish a sentiment score built on the wrong subject, we publish nothing here and re-run the scan.

Viability Score

59/100
Monitor

How well maintained and how widely used is Gleam? Built from what the vendor actually publishes (docs, changelog, tutorials, integrations, pricing), whether the site is live, and how much real users discuss it. How we calculate this

Recent activity
90
Traction
100
Site health
95
User sentiment
13
What the vendor publishes
0

Last calculated: October 2026

How we score →

Key Features

  • Chrome browser extension for EDC data entry
  • Works alongside existing eSource and EDC with zero integrations
  • Three-step Fetch, Fill, Trace workflow
  • Quick learn: learns the structure of each CRF page in the EDC
  • Queue multiple CRFs to learn in parallel
  • Deep learn: clicks through interactive form elements to understand a CRF
  • Fast Fill of the current CRF with applicable source data
  • Tracks protocol amendments and relearns affected CRF pages
  • Fetch visit data from browser-based eSource in a few clicks
  • Simultaneous fetch of multiple sources with notification for next step
  • Review and approval workflow for low-confidence data
  • Source-build gap detection, including missing data fields
  • Pre-fills logs such as concomitant medications for row-by-row confirmation
  • View Source jumps to and scrolls to the specified eSource data
  • View Destination scrolls to the relevant CRF field

About Gleam

Contact SalesIntermediateNo APIWeb

Gleam is a browser-based data-entry assistant built for clinical research sites — the CRCs, coordinators, and site directors who spend their weeks retyping source data into EDC case report forms. It sits alongside your existing eSource and EDC rather than replacing either: you fetch data from browser-based source systems, Gleam maps it into the matching CRF fields, and each entry keeps a trace back to the source it came from. The vendor frames the workflow as three steps — Fetch, Fill, Trace. A coordinator gathers visit data from eSource with a few clicks, Gleam fills the CRF fields it has learned, and the resulting entry carries source traceability plus an audit-ready trail. Low-confidence data is presented for review and approval instead of being silently committed, and Gleam can surface gaps in your own source build, such as missing data fields. Two learning modes matter in practice: Quick learn has Gleam examine and learn the structure of each CRF page in the EDC (you can queue multiple CRFs and it learns them in parallel), while Deep learn visibly clicks through interactive form elements to build a precise understanding of a CRF and unlock Fast Fill on later visits. Gleam also tracks protocol amendments so it knows what to relearn automatically. The adoption story is the differentiator for sites: it runs in your internet browser with no complex installation and zero integrations, so a site can start without waiting on sponsor approval or an IT project, and Gleam contracts directly with research sites rather than sponsors. Paper and PDF source support is still listed as "coming soon" on the product page — sites working primarily from paper should treat that as a waitlist item, not a shipping feature. Compared with enterprise eSource and EDC suites, Gleam is a narrow, fast-to-adopt assistant rather than a centralized trial platform, which favors site-level speed over sponsor-level oversight.

Behind the Verdict

Gleam's product page describes a browser-based data-entry assistant that learns your EDC rather than integrating with it. That distinction is the whole pitch, and it is a meaningful one for research sites. Integration projects between eSource and EDC systems normally require sponsor cooperation, vendor involvement, and IT time; Gleam instead learns CRF data fields directly from the EDC pages in your browser, then fetches matching values from eSource and fills the form. The vendor's two learning modes make the tradeoff explicit: Quick learn examines and learns the structure of each CRF page, and you can queue multiple CRFs so it learns them in parallel while you work on other tasks. Deep learn has Gleam visibly click through interactive form elements to develop a precise understanding of a CRF, which the vendor says unlocks Fast Fill on subsequent visits. It also tracks protocol amendments so it knows what to relearn automatically — a detail that matters in trials where the CRF changes mid-study.\n\nThe Fetch step works with browser-based eSource and presents anything uncertain for review and approval rather than committing it silently. Gleam will also flag gaps in your source build, such as missing data fields; one quoted site director said it helped them spot gaps in their own source design. The Fill step pre-fills logs, so a visit that generates dozens of concomitant medication entries can be confirmed row by row instead of typed from scratch. Trace gives you View Source to jump back to the exact eSource location and View Destination to scroll to the relevant CRF field, plus hover details on CRF fields and keyword search over visit data.\n\nStrengths: fast site-level adoption, per-field source traceability, QC-oriented review of low-confidence data, and error detection during entry. Weaknesses and gaps: paper and PDF source support is still "coming soon"; the product is a Chrome browser extension, so teams wanting offline or desktop-only workflows are out of scope; and there is no centralized multi-site oversight for sponsors or CROs. Gleam contracts directly with sites, which is what makes the no-sponsor-approval adoption possible, but it also means Gleam is not the system of record for a trial. Treat it as an assistant that sits on top of the EDC you already use, not a replacement for it.

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Real-world workflow fit

Concrete scenarios for the personas Gleam actually fits — and what changes day-one when you adopt it.

Clinical research coordinator with browser-based eSource and EDC

You open the CRF for today's visit in your EDC, click Fetch to gather the visit data from eSource, then run Fast Fill to populate the CRF fields Gleam has learned. Anything Gleam is unsure about appears for review and approval, and ambiguous source rows show up under a No Data chip you can filter.

Outcome: The visit's CRF is filled from source in a few clicks instead of a copy-paste marathon, with each field traceable back to its source.

CRC handling a visit with dozens of concomitant medications

Gleam pre-fills the ConMeds log from the visit record. You hover the picker list to reference source details, then click Fill to autofill entire rows rather than typing each medication.

Outcome: A long medication log is confirmed entry by entry instead of retyped, cutting the error-prone part of the visit.

QC reviewer or site director auditing entered data

You hover a CRF field to see details on the data, click View Source to jump to and scroll to the exact eSource location, or View Destination to scroll to the relevant CRF field. Keyword search filters visit data when you are looking for something specific.

Outcome: Source-to-CRF checks take seconds per field, and the source-build gaps Gleam surfaces can feed back into your eSource design.

Use Cases

  • Move lab results and visit data from browser-based eSource into EDC CRFs
  • Cut manual transcription errors during clinical trial data entry
  • Populate adverse event and concomitant medication logs from source records
  • Give QC reviewers per-field source traceability for every entered value
  • Onboard a study onto Gleam without waiting on sponsor approval or an IT project
  • Flag uncertain or missing source data for coordinator review before it is committed
  • Teach Gleam a new CRF page with Quick learn or Deep learn before a visit

Limitations

  • Gleam is a Chrome browser extension that automates data entry for clinical research sites, moving data from browser-based source into any EDC with zero integrations.
  • It requires no complex installation and no sponsor approval.
  • Paper and PDF source support is listed as "coming soon" on Gleam's own product page, so sites working primarily from paper source should not expect it to be live.
  • It is a site-level assistant, not a trial management platform: sponsors and CROs looking for centralized multi-site oversight are outside its scope, as are teams needing offline or desktop-only workflows.
  • The scraped sources do not document any other technical limits.

as of 2026-10-04

Verification history

We have re-verified Gleam 9 times since . Each pass re-reads the vendor's own pages and re-checks every listed field against that evidence; passes where nothing had changed are marked as such.

  1. — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
  2. — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
  3. — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
  4. — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
  5. — re-checked, vendor evidence unchanged
  6. — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it

Showing the 6 most recent of 9 verification passes.

Free to cite with attribution — this page re-verifies continuously.

12-month cost

Project the real annual outlay, including the implied monthly cost when only an annual tier is published.

Annual total
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Effective monthly
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Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.

Where the pricing makes sense

The company stage and team size where Gleam's pricing actually pencils out — and where peers do it cheaper.

Gleam's pricing fits teams whose volume aligns with the published tiers. Compare against the alternatives listed below for stage-specific value.

Setup time & first value

How long it actually takes to get something useful out of Gleam — broken out by persona, not the marketing-page minute.

Not documented in the available sources. Gleam's own pitch is that it requires no complex installation and no integrations, so you add the Chrome extension and then teach it your CRF pages: Quick learn for form structure, Deep learn for interactive elements and Fast Fill. Exact time to first filled CRF depends on how many CRF pages you learn first — the sources do not quote a figure.

Switching to or from Gleam

How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.

Migrating in
  • →From manual copy-paste data entry: keep your existing eSource and EDC, add the Chrome extension, and learn your first CRF pages with Quick learn or Deep learn
Migrating out
  • ↗To a full eSource/EDC suite: if you need centralized multi-site trial oversight, move to an enterprise platform rather than a site-level assistant

Resources & Guides

Tutorials & Learning

YouTube returned 6 videos for “Gleam”, and we withheld 6: 6 could not be judged, because “Gleam” is a single word that other videos use for other things. We are showing none, because we could not prove any of them are about Gleam.

Official links

Tools that pair well with Gleam

Common stack mates teams adopt alongside Gleam, with the specific reason each pairing earns its keep.

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