Expert Network · For AI teams

Vetted geospatial experts,
by the hour

A screened bench of GIS, remote-sensing, GeoAI, GEOINT and 3D specialists for evaluation, training-data, red-teaming and analysis work. Every expert passes a track-specific assessment and a human review before they see an engagement. GeoBit handles vetting, contracting and payment. You get people who can tell a SAR artefact from a ship.

5
Geospatial tracks · nothing else
72h
From request to shortlist
Hourly
Contracted through GeoBit

What our experts do for AI teams

Generalist expert networks have doctors and lawyers. They do not have twenty vetted imagery analysts on call. This is the geospatial slice, done properly.

Evaluations & grading

Write rubrics, grade model outputs, build geolocation and geospatial-reasoning benchmarks, and catch the hallucinated coordinate the model is confident about.

Training data & annotation

Imagery annotation, change-detection labels, reasoning traces, structured risk assessments and spatial QA — produced by people who know what a false positive looks like from orbit.

Red-teaming

Probe geospatial and intelligence models for fabricated locations, invented events, misread imagery and unsafe capability. US-based experts available for sensitive scopes.

Analysis & briefs

Image geolocation and verification, activity analysis, sub-national risk scoring and AI-assisted analyst desks that run an LLM workflow and fix what it gets wrong.

Five tracks. One vertical.

Every profile lives on exactly one track and is assessed against it. If you need a security analyst with no spatial deliverable, that is our managed desk, not the network.

TRACK 01

GIS & Spatial Data

Cartography, spatial databases, ETL, spatial analysis and statistics, Esri and open-source stacks.

PostGISQGIS / ArcGISGeoPandasGDALCartography
TRACK 02

Remote Sensing & Imagery

Optical, multispectral and SAR imagery, change detection, annotation, photo-interpretation.

Sentinel / LandsatSARVHR opticalChange detectionEarth Engine
TRACK 03

GeoAI & Machine Learning

Spatial models, imagery computer vision, geospatial foundation-model evaluation, spatial data science.

SegmentationFoundation modelsSpatial CVEval designPyTorch
TRACK 04

GEOINT, Geo-OSINT & Geospatial Risk

Image geolocation and verification, activity analysis, terrain analysis, sub-national and route risk assessment.

GeolocationVerificationPattern of lifeRoute riskMGRS
TRACK 05

3D & Spatial Computing

LiDAR and point clouds, photogrammetry, digital twins, 3D tiles, AR and spatial computing.

LiDAR / PDALPhotogrammetry3D TilesCityGMLDrone survey

How we vet

Domain skill alone is not enough. Every candidate also has to grade a model's answer, write a rubric and explain the model's mistake in writing — because that is the work.

01

Profile

Track, tools, years, asking rate, availability, timezone, citizenship and clearance. Citizenship and clearance are tagged at intake so ITAR-sensitive scopes only ever see eligible experts.

02

Assessment

Six track-specific knowledge questions plus three applied tasks — two in their discipline, one grading a flawed model answer. About 45 minutes, timed.

03

Review

Knowledge questions are machine-graded; written work is graded against a rubric and then read by a GeoBit analyst. Below the bar means not on the bench.

04

Bench

Vetted experts are matched to your scope by track, skills, rate, hours and eligibility. First engagements are supervised by GeoBit until the expert has a track record.

How an engagement works

Tell us the scope — the track, the task type, hours per week, start date and any citizenship or clearance constraints. A short call if the scope is new to us.

Shortlist in 72 hours. You see anonymised profiles with assessment outcomes, rates and availability. You pick; we contract.

Start with a pilot. Twenty hours, one expert, one deliverable. If the work is good you scale to a pod. If it is not, you owe us the twenty hours and nothing else.

Experts can work inside GeoBit. Structured tasks run on our platform, so outputs come back as data — labelled, timestamped, reviewable — not as loose documents.

Commercials

  • Hourly, per expert and track. Rates are quoted on the shortlist; senior and cleared specialists are priced higher.
  • Invoiced monthly in advance against approved timesheets. You approve hours within five working days.
  • Minimum 20 hours per engagement. No retainer, no platform fee, no exclusivity.
  • Experts are GeoBit contractors. NDA, IP assignment and payment are ours to handle. You never touch payroll.
  • Replacement guarantee. If an expert is not working out in the first 20 hours, we swap them and eat the difference.

Request experts

Tell us what you need and we will come back within one working day with a plan, and within 72 hours with a shortlist.

Book a scoping call →
— or send us the scope —
Tracks needed
For experts

Geospatial specialist? Get on the bench.

Set your own hourly rate, take one assessment, accept only the engagements you want. Contracted and paid through GeoBit.

Join the Expert Network →
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