DealRiver × Ventrium Sciences200+ curated healthcare deals a year
Beyond venture capital

Built on pitch decks. Works on any pile of documents.

Screening is the same job everywhere: documents arrive, criteria get applied, every applicant deserves an answer. DealRiver automates that pipeline for grant programs, accelerators, procurement teams, and claims operations, the same way it does for venture funds.

90 sec
Per document, down from ~25 minutes by hand
40+
Data points extracted per document
100%
Of applicants get an answer
1
Pipeline behind every workflow
Use cases

One screening pipeline, four workflows.

Swap the document type and the criteria; the pipeline stays the same. Ingest, extract, research, score, respond, and sync, with a human approving every decision.

Grant application screening

Grant cycles bury review committees in applications that all deserve a fair, documented read. DealRiver scores every application against eligibility rules and program criteria before a reviewer opens it.

  • Eligibility and rubric scoring, configured to your program
  • Decisions sent with reasons, not form rejections
  • A complete audit trail for every scoring decision

Accelerator & program intake

Cohort deadlines mean thousands of applications landing in weeks.DealRiver triages the entire funnel, surfaces the strongest candidates, and books interviews automatically.

  • Thousands of applications triaged per cohort
  • Interviews booked with the top of the funnel, on your calendar stack
  • Branded intake form hosted on your own domain

Vendor RFP & procurement review

RFP responses arrive in every format and structure imaginable.DealRiver normalizes them, checks each submission against your requirements, and builds the comparison grid your committee actually decides from.

  • Requirement-by-requirement compliance checks
  • Side-by-side comparison grids across all bidders
  • Every bidder gets a substantive reply

Claims & policy document review

Claims operations live or die on consistent criteria and clean records. DealRiver applies policy criteria to every incoming document, routes exceptions to humans, and logs the reasoning behind each decision.

  • Policy criteria applied uniformly, every time
  • Exceptions routed to human reviewers automatically
  • Every decision logged for audit and compliance
Proven in production

Trained on the hardest documents first.

DealRiver powers intake and screening for the Ventrium Sciences network: 27+ accelerators, research universities, and innovation districts across North America and Europe, sourcing 200+ curated healthcare deals per year for 105+ investor groups.

Healthcare pitch decks are among the most demanding documents to screen. A correct read requires clinical trial context, regulatory pathways, CPT codes, and reimbursement economics. A pipeline that handles that reliably handles grant rubrics, RFP requirement matrices, and policy criteria with room to spare.

The same infrastructure is available to any network or program: host a branded intake form on your own domain, and submissions arrive in your pipeline already read, scored, and answered.

About the Ventrium Sciences network

The Ventrium proof point, by the numbers.

A live, high-stakes screening operation running on DealRiver end to end.

200+
Curated deals per year
27+
Partner hubs, NA & Europe
105+
Investor groups served
$850M+
Active capital network
Explore the network
How it works

The pipeline behind every workflow.

Whatever the document, the steps are the same. Your criteria go in once; every submission gets the same rigorous treatment.

01
Ingest

Documents arrive by email, upload, or a branded intake form on your domain. Nothing sits unread.

02
Extract

40+ structured data points pulled from every submission, regardless of format or layout.

03
Research

External context gathered automatically, from clinical trials to market data to vendor history.

04
Score

Every submission scored against your encoded criteria, with the reasoning attached, never just a number.

05
Respond & sync

Replies drafted for one-click approval; results written to your CRM and storage automatically.

Frequently asked questions.

What kinds of documents can DealRiver screen?

Any structured or semi-structured submission that gets judged against criteria: pitch decks, grant applications, accelerator and program applications, vendor RFP responses, and claims documents. If documents arrive, criteria get applied, and applicants deserve an answer, the pipeline is the same.

How is this different from a generic AI assistant?

DealRiver is a full screening pipeline, not a chat window. It ingests every submission automatically, extracts 40+ structured data points, researches external context, scores against your encoded criteria, drafts the response, and syncs everything to your CRM and storage, with a human approving each decision.

Has this been proven in production?

Yes. DealRiver powers intake and screening for the Ventrium Sciences network: 27+ innovation hubs across North America and Europe, 200+ curated healthcare deals per year, routed to 105+ investor groups. Healthcare pitch decks demand clinical, regulatory, and reimbursement context, which makes them among the hardest documents to screen. Grant applications and RFPs are well within the same pipeline.

Can we host a branded intake form on our own domain?

Yes. Networks, accelerators, and grant programs host a branded DealRiver intake form on their own domain, the way Ventrium Sciences does for healthcare. Submissions arrive in your pipeline already screened, and every applicant gets an answer.

What if our screening logic doesn't exist yet?

We build custom screening logic, integrations, and output formats for every customer. Describe the workflow on a demo call and we'll scope it with you.

How does DealRiver handle sensitive or regulated documents?

Documents are encrypted in transit and at rest, and each customer's data is logically isolated so it is never shared across accounts or used to train shared models. Every scoring decision is logged with its reasoning, which gives grant committees, procurement teams, and claims operations the audit trail their compliance requirements depend on. For workflows with specific regulatory obligations, we scope the controls with your team during onboarding.

Does it work with the intake tools and CRM we already use?

Yes. Submissions can arrive by email, direct upload, or a branded intake form hosted on your own domain, and results are written back to the CRM, database, or storage system your team already runs on. The goal is to slot the pipeline into your existing process, not to make you adopt a new tool to manage.

How many documents can DealRiver screen at once?

The pipeline is built for volume. A grant cycle or accelerator cohort can send thousands of submissions in a matter of days, and each one gets the same full read rather than a skim of the first page. Because screening runs automatically as documents arrive, a deadline spike doesn't create a review backlog.

What does it cost to run a workflow on DealRiver?

Pricing depends on the workflow, the document volume, and the integrations involved, so we scope it on a demo call rather than list a one-size number here. Tell us what arrives, what a good decision looks like, and where the results need to land, and we'll put real numbers against your process.

Get started

Describe the workflow. We'll scope it.

Grant cycle, cohort intake, RFP round, or claims queue: tell us what arrives and what a good decision looks like, and we'll run it on your real documents.