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Collectiv

MLOps & Infrastructure · Automation & Workflow · LLM Agents & RAGChicago, United States

Collectiv is based in Chicago, USA and works in AI Data Pipelines for Warehousing & Fulfillment, 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
Transportation, Logistics & Supply Chain
Contact provider →Visit website ↗
Overview

What Collectiv does best.

About

MLOps & Infrastructure provider for Transportation, Logistics & Supply Chain

Collectiv is a Microsoft Solutions Partner offering consulting and strategic services to design, implement, and optimize Microsoft Fabric, Databricks, and Power BI-based AI-ready data architectures for enterprise decision impact. Its own website shows its strongest capability in AI Data Pipelines within MLOps & Infrastructure, alongside Data Engineering for AI. The industry it describes most is Warehousing & Fulfillment.

Service model·Service
Primary AI categoryMLOps & Infrastructure
Benchmarked against 1,351 providers in this category.
Primary industryTransportation, Logistics & Supply Chain
Technology stack

3 platforms & methods

Bars show how many mapped capabilities use each one.

  • Power BI1 capability
  • Copilot1 capability
  • Microsoft FabricProfile only
RankGlobal provider intelligence

Evidence report

How Collectiv 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 breadth17 · median 20
This profile Peer median
Signal radarMulti-dimensional evidence
Independent reviewsCoverageBreadth
This profile (percentile) Peer median
Industries4 industries
Professional & Business Services25%
Retail, Wholesale & Consumer Goods25%
Transportation, Logistics & Supply Chain25%
Financial Services & Insurance25%
Share of mapped industries, not share of work or revenue.
Evidence mixMapping grades
82%Direct · 14 mappings
18%Supported · 3 mappings
Grades across 17 mappings. Not a search ranking.
Analyst summary

What the evidence says

Collectiv 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 · P41 industry breadth
Strongest signalsEvidence-backed strength in MLOps & Infrastructure is the profile's clearest signal in the mapped taxonomy.
Best user fitTransportation, Logistics & Supply Chain 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

Automation & Workflow

—
DirectSupportedRelatedAdjacentOne of 1,839 providers in this category
Compare Automation & Workflow providers →
Technology used

None of the listed technologies is specific to Automation & Workflow.

Mapping source · https://gocollectiv.com/managed-services/databricks — “ves? Yes. We help operationalize models, support experimentation, and integrate AI workflows into your Databricks environment. Will my internal teams st”

Featured 12 of 13 capabilities, ranked by mapping grade then confidence.

Industry experience · 4 industries · 4 subindustries

Industries served.

3 Core1 Adjacent · discovery only
  • Warehousing & FulfillmentDirect · Primary
    90%

    https://gocollectiv.com/databricks-consulting — “ations today often face a patchwork of data systems: data lakes, data warehouses, and siloed repositories. This fragmentation results in inconsistent”

Client feedback

What clients say.

Testimonial
With Collectiv, you've got a partner that's truly vested in your efforts. Not only is the Collectiv team able to speak the language of finance and Power BI, but it's also like we're finishing each other's sentences.
GLGrant Lewis, ConsultantFrom the firm’s website1 / 7
7 reviews

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

Evidence · 2 sources

Sources behind this profile.

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

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
Transportation, Logistics & Supply Chain
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 Transportation, Logistics & Supply Chain — the strongest industry signal on this profile.
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