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K‑Dense Web: Research. Analyze. Synthesize.

From Question
to Insight

An AI agent with access to 250+ databases, hundreds of thousands of on-demand tools, and native support for 200+ scientific data formats. Autonomously executes complex tasks across science, engineering, healthcare, finance, and beyond.

Get Started

Pay-as-you-go pricing

See It In Action

Example Use Cases

Explore 64 real research sessions powered by K‑Dense Web, organized by domain

Nanoparticle Protein Corona Prediction
Nanomedicine

Nanoparticle Protein Corona Prediction

Build ML models to predict protein corona composition on gold nanoparticles using physicochemical properties.

ICD Adverse Events Analysis
Medical Devices

ICD Adverse Events Analysis

Analyze 10,000 FDA MAUDE reports for implantable cardioverter defibrillators to identify failure modes by manufacturer.

Deadliest Animal Venoms Safety Guide
Biology/Safety

Deadliest Animal Venoms Safety Guide

Emergency response guide for the 5 deadliest venoms: cone snail, box jellyfish, wandering spider, inland taipan, and funnel-web.

Renal Cancer Drug Response Stratification
Cancer Biology

Renal Cancer Drug Response Stratification

Stratify 97 ccRCC patients by predicted response to standard therapies and identify drug repurposing candidates.

MS Fragmentation Rule Mining
Mass Spectrometry

MS Fragmentation Rule Mining

Discover fragmentation patterns from 1,267 GNPS spectra with FDR-corrected statistical enrichment analysis.

GBM Clinical Trial Landscape Analysis
Cancer Biology

GBM Clinical Trial Landscape Analysis

Analyze 1,913 glioblastoma clinical trials identifying the immunotherapy gap (682 trials, 0 approvals) and novel target pipeline attrition.

Trusted by researchers from

MIT
Harvard Medical School
Stanford University
University of Pennsylvania
Atlas Biotech
Ford
GSK
Zeiss

Platform Capabilities

Built for Real Research at Scale

Not a chatbot with a science skin. K‑Dense Web writes and executes real code, connects to real databases, reads your actual instrument files, and produces outputs you can publish.

250+

Databases

Direct access to scientific, clinical, financial, and chemical databases. Dedicated integrations for PubMed, ChEMBL, UniProt, SEC EDGAR, FRED, and dozens more, plus multi-database packages like BioServices and BioPython that each unlock 30‑40 additional sources.

Unlimited

Tools, Generated on Demand

K‑Dense writes and executes code on the fly, turning every function in every Python package into a callable tool. Pre-built optimizations cover the most common workflows, but the system is never limited to what is pre-defined. Hundreds of thousands of capabilities, generated on demand.

500K+

Python Packages Available

Use any of the 500,000+ packages on PyPI. Ships with curated optimizations for 200+ of the most common scientific, research, and financial packages including RDKit, Scanpy, scikit-learn, PyTorch, BioPython, statsmodels, and more.

200+

Scientific Data Formats

Native support for instrument files, data formats, and outputs across every major scientific domain. From FASTA and BAM in genomics to DICOM and SVS in medical imaging, mzML in mass spectrometry, FITS in astronomy, CIF and POSCAR in materials science, FCS in flow cytometry, and hundreds more.

Publish

Ready Outputs

Generate manuscript-ready papers, presentation slides, LaTeX and PowerPoint posters, PDF reports, interactive visualizations, scientific schematics, and figures. Not just code: deliverables you can submit, present, or share.

Data Compatibility

Every Format Your Instruments Produce

From raw instrument output to publication-ready deliverables, K‑Dense handles the formats your research actually uses. Native support across 14 scientific domains.

Genomics & Sequencing

.sam.bam.cram.vcf.bcf.fasta.fa.fastq.fq.bed.gff.gtf.gff3.wig.bigwig.bigbed.bai.crai.fai.tbi

Sequence & Phylogenetics

.gb.genbank.embl.clustal.stockholm.phylip.nexus.newick.nexml.phyloxml.qseqBIOM

Chemistry & Molecular

.mol.sdf.pdb.cif.xyzSMILESInChI.smimmCIF

Materials Science

POSCARCONTCARINCARPOTCARKPOINTSvasprun.xmlOUTCAR.gjfGaussianLAMMPSCP2KQ-ChemABINITFEFF

Medical Imaging & Pathology

DICOM.dcm.nii.nii.gz.nrrd.svs.ndpi.scn.zvi.mrxs.bif.ome.tiff.qptiffCODEXMERFISH

Mass Spectrometry

.mzml.mzxml.mzdata.mgf.msp.traml.mztab.idxml.mzid.pepxml.protxml.featurexml.consensusxml

Astronomy

.fits.fits.gz.fits.fzVOTable

Neuroscience & Electrophysiology

SpikeGLX.ap.bin.lf.binOpen Ephys.nwb.fcs

Single-Cell & Array Storage

.h5ad.loom.mtx10X.zarr.hdf5.h5.nc.npy.npz

Geospatial

.shp.geojson.gpkg.kmlPostGIS

Data & Interchange

.csv.tsv.json.xml.yaml.parquet.arrow.feather.pkl.xlsx.xlsSBML.ndjson

Documents & Outputs

.pdf.docx.pptx.tex.bib.md.html.svg.png.jpg.tiff.eps.gif.webp

The Difference

Why K‑Dense?

Traditional LLMs are great at answering questions. K‑Dense Web is built to do the research.

Traditional LLMs

  • Single-turn Q&A conversations
  • Hallucinations from training data
  • Plain text responses only
  • Can't execute code or run analysis
  • You do the work, AI assists
  • Generic knowledge, no specialization

K-Dense Web

  • End-to-end research automation for multi-step workflows
  • Grounded in your data with reduced hallucinations
  • Publication-ready outputs including papers, slides, and figures
  • Executes real analysis with Python, R, and ML pipelines
  • AI does the work while you guide and review
  • Deep domain expertise in science, finance, engineering & more

Backed by

Accel
Accel Atoms
Google AI Futures Fund