All industries
Research market

Build what Research teams still cannot get from existing tools

Research buyers are asking for reproducible code, rigorous statistics and fieldwork tracking, while most new products pile into writing assistants and report design. With buyer activity up 71.1% in the last 30 days, the builder who targets the method layer instead of the writing layer has room to win.

A navigator overlooks a city of industry districts, with a few districts lit gold on the chart table as openings
1,100+buying signals
10+buyer groups
20+recurring needs

Refreshed daily

The biggest opening

A reproducibility engine for research code and results

Researchers and enterprise teams keep producing simulation and experiment results without reproducible code, organized documentation or production-quality software, so data stays siloed across systems. With 50 buying signals and only 2 products close by, such as Claude Science and Oxlo.ai, current tools stop at analysis and leave the engineering behind. A winning product would capture code, environment and outputs as one versioned, documented record that a reviewer or teammate can rerun.

Validate this opening
Buying signals
50+
Products close by
2
Recurring
28%
Supply
Open gap
Buyers

Who is buying in Research

The buyer groups behind the demand, what they want from a product and what is still unsolved for them.

The scholar racing a peer review deadline

Solo academics with a finished paper who pay a fixed fee for credentialed editing and review before submission.

What they want: Help turning methods and results into a manuscript that survives peer review, including journal-safe figures and thematic analysis guidance.

Still unsolved for them

  • Incorporate study methodology and results from abstract
  • Require guidance on thematic analysis methods
  • AI-generated reference image cannot be used in journal

30+ buying signalsServed

The institution that needs analysis it can defend

Consultancies and public-sector research functions buying scoped, method-first analysis where rigor and sourcing outrank speed.

What they want: Defined scoring models, specialist expertise they lack in-house and evidence-led output in an academic style, not a pitch deck.

Still unsolved for them

  • No in-house economist for transportation analysis
  • Academic, minimal, evidence-led visual style, not pitch-deck
  • Scoring models and category roll-ups not defined

30+ buying signalsOpen gap

The consortium team living by grant milestones

Academic and institutional teams spending grant or R&D budgets on specialist build and method work tied to reporting deadlines.

What they want: Evidence-based proposals that meet readiness requirements, plus datasets and methods delivered on the consortium timeline.

Still unsolved for them

  • Develop evidence-based research proposals and grant applications
  • Need dialogue datasets for multilingual assistant
  • Proposal must meet industry readiness level 6-7

30+ buying signalsOpen gap

The established firm formalizing what grew organically

Mature analyst shops with in-house methodology buying overflow analysis, integration and infrastructure work.

What they want: Tooling that handles locked items, demographic filters, low-base warnings and edge cases their homegrown systems miss.

Still unsolved for them

  • Support locked items, demographic filters, low-base warnings
  • Assess usefulness of existing YOLO-World and SegFormer outputs
  • No handling for cases where no valid match exists

30+ buying signalsOpen gap

The lab missing one specialist skill

Academic and early biotech groups on tight budgets who need AI, simulation or modeling work they cannot staff in-house.

What they want: Specialist output such as QC reports and genotype matrices, plus senior review that unblocks junior developers.

Still unsolved for them

  • Parallel computing and Fortran 90/95 experience
  • Review junior developer work and unblock technical issues
  • Produce genotype matrix, call-rate tables, and QC report

20+ buying signalsOpen gap

The small publisher keeping a credible pipeline full

Think-tank style publishers and insights firms buying ongoing analyst hours to sustain a weekly or report cadence.

What they want: Reliable, non-sensational analysis and fast one-pagers that keep publishing on schedule without adding headcount.

Still unsolved for them

  • Prepare detailed analysis on 10 representative organizations
  • Deliver one-pager by end of week
  • Existing AI coverage is sensationalized and unreliable

20+ buying signalsServed

Demand

What Research buyers keep asking for

The largest recurring needs, each read against the products already close to it. 4 of the top 8 have almost nothing shipping yet.

  1. Write and submit academic manuscripts

    Researchers and non-profits need methodology write-ups, editing and journal submission support to get work through peer review.

    Already shipping: note.md, Bibby AI, Ressearch AI

    Served60+ signals
  2. Make research code reproducible and documented

    Teams need experiment and simulation results backed by reproducible code, organized documentation and software that does not leave data siloed.

    Already shipping: Claude Science, Oxlo.ai

    Open gap50+ signals
  3. Prototype agentic research workflows

    Research teams need agentic frameworks with persona routing on their existing data stack and structured data that stays maintainable after launch.

    Already shipping: Meterless.ai, Walrus Memory, Epismo OS

    Open gap40+ signals
  4. Build and validate predictive models

    Teams need predictive and causal models validated against experimental data and documented for policy or biological use.

    Already shipping: Empromptu AI, DealForge, DeepSeek-V4

    Served40+ signals
  5. Design long research reports

    Teams and consultancies need 40-80+ page reports turned into polished layouts with charts, pull quotes and section pages.

    Already shipping: Free chart generator by Embedful, MagiCrew, PixelCrew

    Crowded40+ signals
  6. Run statistics on survey data

    Researchers and consulting firms need descriptive, association and experimental analysis of survey and workshop data ready for publication.

    Already shipping: Zetik

    Open gap40+ signals
  7. Track fieldwork progress

    Teams running long regional fieldwork need to track survey counts, participant payouts, coverage and data quality without spreadsheets.

    Already shipping: SignalLEMO - Ai Outreach Made Simple

    Open gap40+ signals
  8. Design an academic study end to end

    Individual researchers need study design and quantitative phase support for submissions to indexed journals and preprint servers.

    Already shipping: note.md, Claude Science, Bibby AI

    Served40+ signals
Competition

What is already built for Research

Most of the 37 launched products sit in collaborative writing, geospatial analytics and report design, leaving survey statistics, fieldwork tracking and reproducible code with one or two products each.

Collaborative research writing platforms

Crowded

Gives research teams shared AI-assisted workspaces for literature, manuscripts, notes, and slide generation.

Sourclip · Ressearch AI · Sourclip 2.0 · Innogath

Geospatial intelligence analytics

Crowded

Turns satellite, climate, and environmental data into actionable map-based intelligence for analysts and responders.

EyeOnBlue · Little Place Labs · My!hū · El Niño

Astrophotography capture and audio tools

Active

Native macOS tools for planetary video capture and turning research audio into private podcast feeds.

Laminar · Murfy AI · note.md · Sourclip 2.0

AI user research automation

Active

Automates qualitative user research, demand validation, and creative testing for product, marketing, and research teams.

Decode by Entropik · Stetos.co · Trend Seeker · My!hū

AI academic paper writing

Active

Helps academics and researchers draft, cite, and format papers grounded in their own PDF sources.

Flowing · Murfy AI · Bibby AI · note.md

Temporal pattern comparison tools

Open

Tools that compare timing patterns or activity across time periods to reveal trends for analysts and researchers.

CodaBridge · World Signal

Investor view

What investors and operators are writing about Research

Recent theses, funding news and analysis that touch this market.

From signal to product

Build for Research with the market on your side

Growhold starts from this same market read. Agents then take you from an opening to a product you can ship.

  1. Discover

    Validate the opening

    Test your idea against live Research demand and supply, and see who would buy it and why.

  2. Shape

    Position it in buyer language

    Turn the opening into a concept and a positioning that speaks the way Research buyers describe their problem.

  3. Deliver

    Specify and ship

    Agents write the scope, the features and the launch material, ready for your team or your AI builder.

Questions

Building for Research: common questions

What do research teams need most from software right now?

The strongest demand is academic manuscript writing with 63 buying signals, followed by reproducible research code and documentation with 50 and agentic workflow prototyping with 49. Predictive model development, long-form report design and survey statistical analysis all sit close behind.

Where are the gaps in the research software market?

Four of the top needs are open gaps: reproducible research code, agentic research workflows, survey statistical analysis and fieldwork progress tracking. Survey statistics and fieldwork tracking each have only one product close by despite 47 and 43 buying signals.

What products are already being built for researchers?

Supply clusters in collaborative research writing platforms with 21 products, geospatial intelligence analytics with 20 and AI user research automation with 16. Long-form report design is crowded with 26 products close by, so a new entrant there needs a sharp angle.

How do I validate a product idea for the research industry?

Check your idea against live demand and supply: how many buyers are asking for it, which buyer groups they belong to and how many products already sit close by. Growhold reads this every day, so you can see whether your idea lands in a gap like fieldwork tracking or a crowded space like report design before you build.

Start building for Research today

Growhold gives you the full market from day one: every buyer, every need and every product category, searchable and live. Ask your first question and the answer comes from the market, not from your notes.

Start free

Other markets