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StarFish Product Engineering Inc.

Edge AI & IoTVictoria, Canada

StarFish Product Engineering Inc. is based in Canada and works in Wearable Device AI for Clinical Trials & Drug Development.

Average rating
—
Reviews
0
Profile coverage
80%
Evidence percentile
P69

Profile updated · Request a correction

Company & commercials

Primary category
Edge AI & IoT
Team size
200+ employees
Typical budget
Not disclosed
Primary industry
Healthcare & Life Sciences
Contact provider →Visit website ↗
Overview

What StarFish Product Engineering Inc. does best.

About

Edge AI & IoT provider for Healthcare & Life Sciences

Its own website shows its strongest capability in Wearable Device AI within Edge AI & IoT. The industry it describes most is Clinical Trials & Drug Development.

Service model·Service
Primary AI categoryEdge AI & IoT
Benchmarked against 853 providers in this category.
Primary industryHealthcare & Life Sciences
RankGlobal provider intelligence

Evidence report

How StarFish Product Engineering Inc. compares with peers on evidence, reviews and coverage.

Analyst brief · Published
CategoryEdge AI & IoT
Compared with853 providers
Signals3 signals
Status● Published
Evidence score
54/100
Limited evidence69th percentile of 853 peers · peer median 70
Profile coverage80
Taxonomy density52
Review signal0
Peer benchmarkHow the profile comparesEdge AI & IoT among 853 published providers
Average rating0.00 · median 4.88
Independent reviews0 · median 0
Profile completeness80% · median 70%
Taxonomy breadth11 · median 25
This profile Peer median
Signal radarMulti-dimensional evidence
Independent reviewsCoverageBreadth
This profile (percentile) Peer median
Industries4 industries
Healthcare & Life Sciences67%
Education & Research11%
Legal, Risk & Compliance11%
Manufacturing & Industrial11%
Share of mapped industries, not share of work or revenue.
Evidence mixMapping grades
91%Direct · 10 mappings
9%Supported · 1 mapping
Grades across 11 mappings. Not a search ranking.
Analyst summary

What the evidence says

StarFish Product Engineering Inc. presents as a limited evidence profile for Edge AI & IoT. It ranks in the 69th percentile of 853 published providers in Edge AI & IoT, and no reviews on the profile yet.

Current positioning: P69 evidence quality · P16 industry breadth
Strongest signalsEvidence-backed strength in Edge AI & IoT is the profile's clearest signal in the mapped taxonomy.
Best user fitHealthcare & Life Sciences buyers evaluating Edge AI & IoT 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.

Primary AI category · 1 / 2

Edge AI & IoT

—
DirectSupportedRelatedAdjacentOne of 854 providers in this category
Compare Edge AI & IoT providers →
Technology used

None of the listed technologies is specific to Edge AI & IoT.

Mapping source · https://starfishmedical.com/services/manufacturing — “ng diagnostics, drug delivery, surgical systems, therapeutic devices, wearables and connected medical products. Manufacturing support can begin with”

Featured 2 of 2 capabilities, ranked by mapping grade then confidence.

Industry experience · 4 industries · 9 subindustries

Industries served.

4 Core0 Adjacent · discovery only
  • 95%

    https://starfishmedical.com/services — “rket decisions. What our clients say Matt Mitcho Founder, CEO Gemelli Biotech “As we worked through the project, it was not only an engineering fir”

  • 95%

    https://starfishmedical.com/services/medical-device-design-and-development — “n medical device product design and development, from concept through clinical trials and launch. Deep user- and patient-centric approach ensures designs m”

  • 90%

    https://starfishmedical.com/ — “turns connected therapy data into revenue from providers, payers, and pharma, not just device sales. September 9, 2026 Questions to Ask Before Sig”

  • 80%

    https://starfishmedical.com/sectors/diagnostics — “Regulatory Affairs Sectors We Serve StarFish Medical Sectors Overview Diagnostics Drug Delivery Surgical Therapy Devices Working With StarFish Working”

  • 80%

    https://starfishmedical.com/services — “Medical Devices Are Coming, Just Not as Fast as the Boardroom Expects Medtech leaders expect connected products to take over their portfolios withi”

  • 60%

    https://starfishmedical.com/ — “esign and develop diagnostics for use inside or outside a traditional healthcare setting. Drug Delivery Our team creates innovative devices that combi”

Client feedback

What clients say.

No independent reviews found for StarFish Product Engineering Inc. yet.

Worked with StarFish Product Engineering Inc.? Review them → Every reviewer is verified by RankGlobal.

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
Edge AI & IoT
Primary industry
Healthcare & Life Sciences
Typical budget
Not disclosed
Team size
200+ employees
  1. 1Name the use caseSay which Edge AI & IoT 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.
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