Data Analysis & Reconstruction Services

From raw 4D-STEM datasets to publication-ready atomic structures — our team handles the full analytical pipeline so you can focus on the science. No lab queue, no instrument downtime.

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MEP Reconstruction

Full ptychographic reconstruction with multislice propagation, including phase retrieval, probe recovery, and depth-sectioning for thick specimens.

  • 4D-STEM dataset preprocessing & denoising
  • Multi-slice phase retrieval (ePIE / rPIE / LSQML)
  • Depth-resolved 3D imaging
  • Probe aberration & scan distortion correction
Starting from $450 / dataset
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Quantitative Analysis

Atomic-column position mapping, strain tensor extraction, displacement field visualization, and octahedral tilt quantification with sub-picometer precision.

  • GPA / peak-finding strain mapping
  • Atomic displacement vector field
  • Octahedral distortion & tilt analysis
  • Polarization topology (skyrmion / vortex)
Starting from $700 / image
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Simulation & Validation

Multislice image simulation, structure model validation, and DFT-EM joint analysis to confirm experimental interpretations with theoretical ground truth.

  • Multislice STEM simulation (QSTEM / abTEM)
  • Structure model fitting & refinement
  • DFT-EM cross-validation (VASP / QE)
  • Defect configuration testing
Starting from $600 / model
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Visualization & Reporting

Publication-grade figure preparation, 3D atomic structure rendering, and comprehensive analytical reports with full methodology documentation.

  • Journal-ready figure design (Nature / Science / APL)
  • 3D atomic structure rendering (Blender / OVITO)
  • Pseudo-color / overlay / composite maps
  • Supplementary material & method documentation
Starting from $300 / figure set
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FA Lab Support

On-demand TEM data analysis for semiconductor failure analysis — defect characterization, interface analysis, and process-induced strain evaluation at the atomic scale.

  • Atomic-scale defect site localization
  • Interface roughness & diffusion mapping
  • Process strain & stress evaluation
  • LIMS-compatible JSON/XML reporting
Enterprise quote Contact us
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Training & Consulting

Customized workshops on MEP theory, 4D-STEM experimental design, and data analysis workflows for your research group or FA team.

  • MEP theory & algorithm deep-dive
  • 4D-STEM experimental parameter optimization
  • Software operation & pipeline training
  • Analysis workflow consulting
Starting from $120 / hour

How We Work

Transparent, efficient, and collaborative — from first contact to final delivery. No lab queue, no shipping delays.

1

Upload Data

Share your 4D-STEM dataset via secure cloud link. We evaluate data quality and define analysis scope within 24 hours.

2

Get Proposal

Receive a detailed plan with timeline, pricing, and deliverables. No charge if the proposal doesn't meet your needs.

3

GPU Analysis

Our team executes reconstruction and quantitative analysis on GPU clusters. Progress updates every 48 hours.

4

Deliver & Explain

Live walkthrough of results, followed by delivery of figures, source data, and methodology documentation.

How We Differ from Conventional Labs

We don't replace third-party labs — we unlock capabilities they cannot provide. Here's the side-by-side comparison.

Capability 3datomic Conventional Lab
Spatial Resolution Sub-picometer (atomic column) Nanometer to sub-nanometer
Specimen Thickness >100 nm (MEP multislice) <30 nm (conventional TEM)
Analysis Mode Software + Remote data service Physical lab + Sample shipping
Turnaround Time Hours to days (GPU parallel) Days to weeks (lab queue)
Quantitative Output Strain tensor, displacement field, polarization map Morphology, EDS mapping, failure location
Data Format 4D-STEM / Ptychography native SEM / TEM / FIB / EDS / EELS
Use Case Focus Atomic-scale defect physics, interface structure, phase transitions Yield improvement, FA root-cause, reliability testing
Cost Model Software license + Per-dataset service Per-sample testing fee (~$1.5K–4.5K/case)
Best For Research groups, advanced-node FA, DFT-EM validation Production FA, material qualification, reliability certification