customers

Customers,
past & current.

5 past · 2 live · 1 on hold
click any card to drill in

Each customer is a different cut through the platform. Some lean on raw DLT ingestion + ML. Others use the mobile + voice surfaces more. The mix tells you what's hardened and where we're still iterating.

Timeline

earliest · in parallel
Fervo · geothermal energy
Geothermal use case — pushed featurestore + ML model patterns into the core.
earliest · in parallel
Pilotwater · midstream water
Vibration analysis on large assets. Pilot engagement only — stopped after the pilot wrapped.
then · longest-running past customer
Bison · pump optimization
Our longest past engagement. Direct precursor to XRI — kWh/bbl reduction, cost/bbl visualization, pump performance. The pattern we'd later productize on XRI.
past
Shell · pure DS engagement
Data-science-only engagement. No platform deployment — just Raj and Ryan doing the modelling / analysis work.
past
Tricolor · loan risk calculator
Paid pure-DS engagement — Sumukhi alone. Built a loan-risk calculator. No platform deployment.
current · live
NexTier · oilfield services
Active deployment. Dashboards, alerts, scheduled reports in production.
on hold
Freeport · mining
Engagement currently paused. (scope details TBD)
current · live
XRI · saltwater disposal
Active deployment. ML-driven pump performance model + facility drilldowns + weekly reports.

Which tools each one uses

Component / surface mix per customer. Bars are illustrative — confirm with Abhishek for accuracy.

DLT incl. ML & reports Voice Logger aka fieldNix FieldAssist Shell DS-only Tricolor DS-only Fervo Pilotwater Bison NexTier Freeport XRI heavy use some use not used

Voice Logger & FieldAssist currently only on XRI · everyone uses DLT

Customers

Paid customers expand on click for detail. Unpaid engagements are DS-only context.

Paid · 8

Bison
oilfield · pump operations
longest past past

Our longest-running past engagement. Near-identical to XRI: kWh/bbl reduction, cost/bbl viz, pump optimization. The pattern XRI is built on.

Fervo
geothermal energy
past

Geothermal monitoring. Pushed featurestore + ML patterns into the core platform.

Pilotwater
midstream water
past

Vibration analysis on large assets. Pilot engagement only — stopped after the pilot.

Shell
DS-only engagement
past

Pure data-science work — Raj and Ryan only. No platform deployment.

Tricolor
loan risk calculator · DS-only
past

Paid pure-DS engagement — Sumukhi alone. Built a loan-risk calculator. No platform deployment.

NexTier
oilfield services
live

Production dashboards, alerts, scheduled reports. Active feature work.

Freeport
mining
on hold

Engagement paused. Scope details TBD.

XRI
saltwater disposal · oilfield
live

ML pump performance, facility drilldowns, weekly emailed PDF reports.

Unpaid · 5

ETCH
USA · pure DS
unpaid

Pure DS engagement focused on DNA.

DNA
ExxonMobil
USA · pure DS
unpaid

DS work on an emissions problem.

emissions
Deloitte
USA · pure DS
unpaid

RAG-based chemical compound analysis + recommendation.

RAG chem
JSW
India · DS only
unpaid

DS-only engagement.

Patil
India · DS + semi-eng
unpaid

DS plus semi-engineering work — non-DLT, local stack.

non-DLT

Bison · oilfield pump operations

past

Use case

Near-identical to XRI's current scope. Three core threads:

  • kWh/bbl reduction — energy efficiency per barrel produced
  • Cost/bbl visualization — operating cost broken down per facility
  • Pump optimization — performance tracking + tuning

Bison was the prototype — XRI is the productized version of the same playbook.

Components used

DLT — datastores
heavy
DLT — featurestores
heavy
ML / inferencestore
heavy
Dashboards
heavy
Voice / FieldAssist
none

What we learned

Bison validated the kWh/bbl + cost/bbl + pump-optimization playbook end to end. Everything we ship to XRI today — the metric definitions, the featurestore shapes, the dashboard layouts — traces back to this engagement.

Shell · DS-only engagement

past · DS only

Use case

Pure data-science engagement — no platform stand-up, no dashboards. Just modeling + analysis delivered by our DS team.

  • Engagement type: DS-only (no DLT deployment)
  • Owned by: Raj & Ryan
  • Status: past · engagement closed
specific modeling scope / outputs — Abhishek to fill

Components used

DS modeling / analysis
core
DLT platform
none
Dashboards
none
Voice / FieldAssist
none

DS hands-on only · no platform footprint

Tricolor · loan risk calculator

past · DS only

Use case

Built a loan-risk calculator — paid pure-DS engagement. Single-contributor delivery.

  • Owned by: Sumukhi (solo)
  • Engagement type: paid · DS-only (no DLT deployment)
  • Status: past · closed

Components used

DS modeling / analysis
core
DLT platform
none
Dashboards
none
Voice / FieldAssist
none

Sumukhi · solo · paid DS

Pilotwater · midstream water

past · pilot only

Use case

Vibration analysis on large midstream water assets — monitoring big rotating equipment for fault patterns.

  • Asset profile: big-asset midstream water infrastructure
  • Analytical focus: vibration signatures, fault detection
  • Engagement type: pilot only — did not progress past pilot

Ran in parallel with Fervo · stopped after the pilot

Components used

DLT — datastores
core
Featurestores
vibration
Dashboards
pilot
Voice / FieldAssist
none

Fervo · geothermal energy

past

Use case

Geothermal well monitoring — pushed our featurestore + ML model story forward.

specific use case wording, scope, dates — Abhishek to confirm

Components used

DLT — datastores
heavy
DLT — featurestores
heavy
ML / inference
heavy
Dashboards
core
Voice / FieldAssist
none

What we learned

ML-as-a-first-class-component graduated from "scripts on the side" to the inferencestore pattern we use today. elaborate

NexTier · oilfield services

live

Use case

Oilfield services operations — dashboards across the fleet, scheduled reports, and pipeline-side data work. Sample notebook + ds guide in docs/.

primary stakeholders, scope, contract details — Abhishek to confirm

Components used

DLT — datastores
heavy
DLT — dashboards
heavy
Alerts
core
Voice Logger
none
FieldAssist
none

Active workstreams

current sprints, blocked items, recent wins — Abhishek to fill

Freeport · mining

on hold

Use case

Inventory optimization for the mining ops:

  • Reduce duplicates in inventory
  • Reduce obsolescence (slow-moving / dead stock)
  • Custom development built on top of DLT

Engagement currently paused.

Components used

DLT — datastores
core
Custom DLT dev
heavy
Dashboards
core
FieldAssist
none
Voice Logger
none

Use-case demo

Recorded walkthrough of the Freeport use case.

open in Google Drive ↗

XRI · saltwater disposal (oilfield)

live

Use case

SWD facility monitoring across 7 sites. Pump performance modeled via a custom ML transform; weekly emailed PDF reports; facility drilldown dashboards. Live data DB sits in Azure.

  • Sites: Sheepshead, University U2, University 21-1, Espinoza 10, Hartgrove, Stiles, Gunter
  • 3 sites have kWh metering, 4 don't
  • Custom pump_metrics_transform model handles Hz scaling per site group

Components used

DLT — datastores
heavy
DLT — featurestores
heavy
ML / inferencestore
heavy
Dashboards
heavy
Scheduled PDF reports
core
FieldAssist (app)
heavy
Voice Logger
some

Active workstreams

  • Facility drilldown dashboards (6 metrics + 2 dashboards complete)
  • Weekly report v3 with inline PDF preview in email body
  • Pump metrics transform model refinements

XRI live walkthrough · DLT + FieldAssist

End-to-end walkthrough showing how DLT and FieldAssist work together for the XRI deployment.

open in Google Drive ↗

Sample output · Daily Operations Report

A live example — branded, automated PDF email sent to the XRI operations distribution list. Inline preview shows the day's KPIs, facility map, alerts, and per-site flow trends.

Sample XRI Daily Operations Report email

one of several scheduled report flows · email + inline PDF preview · co-branded XRI × Neuralix