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phData

MLOps & Infrastructure · AI Ethics & Governance · Automation & WorkflowMinneapolis, United StatesFounded 2014

phData is based in Minneapolis, USA and works in Data Engineering for AI for Biotechnology, with further work in LLM Agents & RAG and Predictive Analytics.

Average rating
—
Reviews
0
Profile coverage
80%
Evidence percentile
P77

Profile updated · Request a correction

Company & commercials

Primary category
MLOps & Infrastructure
Team size
Not disclosed
Typical budget
Not disclosed
Primary industry
Healthcare & Life Sciences
Contact provider →Visit website ↗
Overview

What phData does best.

About

MLOps & Infrastructure provider for Healthcare & Life Sciences

phData delivers end‑to‑end modern data stack services—AI/ML, data engineering, migrations, analytics, elastic operations, and advisory—to build, run, and scale data and AI solutions for enterprises. Its own website shows its strongest capability in Data Engineering for AI within MLOps & Infrastructure, alongside MLOps and Feature Stores. The industry it describes most is Biotechnology.

Service model·Service
Primary AI categoryMLOps & Infrastructure
Benchmarked against 1,351 providers in this category.
Primary industryHealthcare & Life Sciences
Technology stack

4 platforms & methods

Bars show how many mapped capabilities use each one.

  • Snowflake1 capability
  • AWS1 capability
  • FivetranProfile only
  • SigmaProfile only
RankGlobal provider intelligence

Evidence report

How phData compares with peers on evidence, reviews and coverage.

Analyst brief · Published
CategoryMLOps & Infrastructure
Compared with1,351 providers
Signals3 signals
Status● Published
Evidence score
71/100
Moderate evidence77th percentile of 1,351 peers · peer median 70
Profile coverage80
Taxonomy density100
Review signal0
Peer benchmarkHow the profile comparesMLOps & Infrastructure among 1,351 published providers
Average rating0.00 · median 4.89
Independent reviews0 · median 0
Profile completeness80% · median 70%
Taxonomy breadth37 · median 20
This profile Peer median
Signal radarMulti-dimensional evidence
Independent reviewsCoverageBreadth
This profile (percentile) Peer median
Industries5 industries
Healthcare & Life Sciences55%
Professional & Business Services18%
Education & Research9%
Manufacturing & Industrial9%
Retail, Wholesale & Consumer Goods9%
Share of mapped industries, not share of work or revenue.
Evidence mixMapping grades
84%Direct · 31 mappings
16%Supported · 6 mappings
Grades across 37 mappings. Not a search ranking.
Analyst summary

What the evidence says

phData presents as a moderate evidence profile for MLOps & Infrastructure. It ranks in the 77th percentile of 1,351 published providers in MLOps & Infrastructure, and no reviews on the profile yet.

Current positioning: P77 evidence quality · P79 industry breadth
Strongest signalsEvidence-backed strength in MLOps & Infrastructure is the profile's clearest signal in the mapped taxonomy.
Best user fitHealthcare & Life Sciences buyers evaluating MLOps & Infrastructure across engagement sizes.
Confirm before engagementConfirm current delivery capacity directly — mapped signals reflect profile evidence, not live availability.
How this report is calculated →
Capabilities

AI capabilities.

AI category · 1 / 12

AI Ethics & Governance

—
DirectSupportedRelatedAdjacentOne of 934 providers in this category
Compare AI Ethics & Governance providers →
Technology used

None of the listed technologies is specific to AI Ethics & Governance.

Mapping source · https://www.phdata.io/ — “view for Power Digital, aligning Claude usage with access, spend, and model governance. Read more Insights AI & ML How AI affects engineering productivity A”

Featured 12 of 26 capabilities, ranked by mapping grade then confidence.

Industry experience · 5 industries · 11 subindustries

Industries served.

5 Core0 Adjacent · discovery only
  • 95%

    Verified 2026-10-21: Industries: Healthcare & Life Sciences; clinical intelligence, HL7, Veeva (https://www.phdata.io/)

  • BiotechnologyDirect · Primary
    90%

    https://www.phdata.io/solutions/clinical-intelligence-platform — “ligence Platform support? The Clinical Intelligence Platform supports biopharmaceutical and biomedical device organizations working on any part of the clinic”

  • 90%

    https://www.phdata.io/solutions/ai-in-production — “ies What 3-2-1 GO looks like in practice Life sciences · $8M-$16M LTV Clinical trial protocol automation Converting a paper protocol to Veeva EDC was the”

  • 90%

    https://www.phdata.io/solutions/clinical-intelligence-platform

  • 80%

    https://www.phdata.io/solutions/clinical-intelligence-platform — “n Industries Close Industries Open Industries Industries Healthcare & Life Sciences Save time. Save money. Save lives with your healthcare data. Financia”

  • 60%

    https://www.phdata.io/solutions/commercial-intelligence-platform — “& Optimization Industries Close Industries Open Industries Industries Healthcare & Life Sciences Save time. Save money. Save lives with your healthcar”

Client feedback

What clients say.

Testimonial
LLM Agents & RAG
Before phData there was a limit to the number of suppliers we could check out with at any point. With AI agents, we now have the ability to update tens of millions of price points in real time.
TJTom Jaklitsch, Co-Founder & CTOOrder.coFrom the firm’s website1 / 1
1 review

Worked with phData? Review them → Every reviewer is verified by RankGlobal.

Evidence · 4 sources

Sources behind this profile.

The RankGlobal Research Team opened each page and checked that it names phData. Pages on phData's own website are provider-supplied.

Certifications

Case studies

Methodology

How RankGlobal maps this profile.

RankGlobal maps this profile against a controlled taxonomy. Mapping grades on capability and industry cards describe how the profile is classified. Source strength for ranking decisions follows the hierarchy published on Research — a mapping grade is not a claim of discoverability weight.

  1. T1AuthoritativeTypical evidenceRegulators, registries, certifications, signed client evidence.Scoring useHighest evidentiary weight
  2. T2IndependentTypical evidenceCredible media, industry bodies, partner directories, third-party datasets.Scoring useStrong with attribution and recency
  3. T3Provider-controlledTypical evidenceCompany site, case studies, press releases, structured submissions.Scoring useAccepted as a claim; verification raises weight
  4. T4Discovery-onlyTypical evidenceDirectory listings, aggregations, and early discovery signals.Scoring useUsed for discovery; weighted accordingly in ranking
Direct, Supported, Related and Adjacent appear on mapped cards as classification grades. They do not rank how discoverable a provider should be.RankGlobal trust center →
Ready to evaluate this provider

Move from discovery to a focused conversation.

Your enquiry goes to the RankGlobal research team, not the provider's sales inbox. Sending it does not affect their ranking.

Before you reach outKey facts, and three things to confirm once you're in touch.
Primary category
MLOps & Infrastructure
Primary industry
Healthcare & Life Sciences
Typical budget
Not disclosed
Team size
Not disclosed
  1. 1Name the use caseSay which MLOps & Infrastructure problem you are evaluating, so the research team can route your message accurately.
  2. 2Pressure-test the budget bandNo budget band is on file. Ask what a scope like yours typically lands at.
  3. 3Ask for a referenceRequest a client reference in Healthcare & Life Sciences — the strongest industry signal on this profile.
Still comparing? Re-read the mapping evidence or go back to all providers.

Enquire about phData

Three fields. Anything longer belongs on the full contact page, linked below.

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Rankings

Where phData ranks

  1. #6Best MLOps Platforms for Enterprise AI in the USAUnited States
Badges for phData's website (1)

A firm in the top 10 of a ranking can show it on its own site. Badges are earned, never sold, and always show the current place. How badges work.

phData: #6 in Best MLOps Platforms for Enterprise AI in the USA on RankGlobal