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Yellow

LLM Agents & RAG · AI Ethics & Governance · Automation & WorkflowSan Francisco, United StatesFounded 2015

Yellow is based in San Francisco, California, USA and works in Vector Databases for E-commerce & Online Marketplaces, with further work in Automation & Workflow and Recommendation Systems.

Average rating
5.0
Reviews
60
Profile coverage
90%
Evidence percentile
P82

Profile updated · Request a correction

Company & commercials

Primary category
LLM Agents & RAG
Team size
50-249 employees
Typical budget
Not disclosed
Primary industry
Retail, Wholesale & Consumer Goods
Contact provider →Visit website ↗
Overview

What Yellow does best.

About

LLM Agents & RAG provider for Retail, Wholesale & Consumer Goods

Yellow is a development company that creates bespoke software and AI-driven solutions for YC startups and S&P 500 firms, covering web apps, AI, and process optimization. Its own website shows its strongest capability in Vector Databases within LLM Agents & RAG, alongside AI Copilots and Agent Orchestration. The industry it describes most is E-commerce & Online Marketplaces.

Service model·Service
Primary AI categoryLLM Agents & RAG
Benchmarked against 1,860 providers in this category.
Primary industryRetail, Wholesale & Consumer Goods
Technology stack

2 platforms & methods

Bars show how many mapped capabilities use each one.

  • PyTorch1 capability
  • NLP1 capability
RankGlobal provider intelligence

Evidence report

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

Analyst brief · Published
CategoryLLM Agents & RAG
Compared with1,860 providers
Signals3 signals
Status● Published
Evidence score
96/100
Strong evidence82nd percentile of 1,860 peers · peer median 70
Profile coverage90
Taxonomy density100
Review signal100
Peer benchmarkHow the profile comparesLLM Agents & RAG among 1,860 published providers
Average rating5.00 · median 4.89
Independent reviews60 · median 0
Profile completeness90% · median 70%
Taxonomy breadth59 · median 20
This profile Peer median
Signal radarMulti-dimensional evidence
RatingIndependent reviewsCoverageBreadth
This profile (percentile) Peer median
Industries7 industries
Financial Services & Insurance20%
Healthcare & Life Sciences20%
Retail, Wholesale & Consumer Goods20%
Automotive & Mobility10%
Manufacturing & Industrial10%
Other20%
Share of mapped industries, not share of work or revenue.
Evidence mixMapping grades
92%Direct · 54 mappings
8%Supported · 5 mappings
Grades across 59 mappings. Not a search ranking.
Analyst summary

What the evidence says

Yellow presents as a strong evidence profile for LLM Agents & RAG. It ranks in the 82nd percentile of 1,860 published providers in LLM Agents & RAG, and 60 reviews back the commercial profile.

Current positioning: P82 evidence quality · P95 industry breadth
Strongest signalsEvidence-backed strength in LLM Agents & RAG is the profile's clearest signal in the mapped taxonomy.
Best user fitRetail, Wholesale & Consumer Goods buyers evaluating LLM Agents & RAG 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://yellow.systems/llm-development-services — “es Our Expertise Our team has hands-on expertise in LLM systems: SFT, RLHF, RAG pipelines, agent orchestration, and production-grade infrastruct”

Featured 12 of 49 capabilities, ranked by mapping grade then confidence.

Industry experience · 7 industries · 10 subindustries

Industries served.

7 Core0 Adjacent · discovery only
  • 95%

    https://yellow.systems/artificial-intelligence-development-services — “medicine platforms, and predictive maintenance for medical equipment. E-commerce At Yellow, we offer AI integration services for e-commerce personaliz”

  • 90%

    https://yellow.systems/generative-ai-services — “ive digital experiences. Healthcare Entertainment Finance Agriculture Retail Education Manufacturing Real estate Marketing Logistics Engagement mo”

Client feedback

What clients say.

5.060 independent reviews

Compiled from independent review platforms and client reviews verified by RankGlobal. How we count reviews

Testimonial
When Yellow is working on a task, they understand how it will impact the product down the line.
CBChristopher Bianco, CEOHyvery inc.From the firm’s website1 / 9
9 reviews · 60 ratings on file

Worked with Yellow? 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

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Before you reach outKey facts, and three things to confirm once you're in touch.
Primary category
LLM Agents & RAG
Primary industry
Retail, Wholesale & Consumer Goods
Typical budget
Not disclosed
Team size
50-249 employees
  1. 1Name the use caseSay which LLM Agents & RAG 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 Retail, Wholesale & Consumer Goods — the strongest industry signal on this profile.
Still comparing? Re-read the mapping evidence or go back to all providers.

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Rankings

Where Yellow ranks

  1. #3Top Recommendation Engine Companies for E-commerce in the USAUnited States
  2. #5Top AI companies in Automotive & Mobility
  3. #5Top AI companies in Travel, Hospitality & Food Service
  4. #5Top Recommendation System Developers in the USAUnited States
  5. #6Best Natural Language Processing Companies in the USAUnited States
  6. #9Best Automation & Workflow Consultancies in the USAUnited States

Also in the top 10 of 2 more rankings.

Badges for Yellow's website (8)

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.

Yellow: #3 in Top Recommendation Engine Companies for E-commerce in the USA on RankGlobal
Yellow: #5 in Top AI companies in Automotive & Mobility on RankGlobal
Yellow: #5 in Top AI companies in Travel, Hospitality & Food Service on RankGlobal
Yellow: #5 in Top Recommendation System Developers in the USA on RankGlobal
Yellow: #6 in Best Natural Language Processing Companies in the USA on RankGlobal
Yellow: #9 in Best Automation & Workflow Consultancies in the USA on RankGlobal
Yellow: #9 in Top Computer Vision Companies in the USA on RankGlobal
Yellow: #10 in Top RAG & Enterprise Knowledge Assistant Builders in the USA on RankGlobal