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Qubika

LLM Agents & RAG · MLOps & Infrastructure · Automation & WorkflowMontevideo, UruguayFounded 2021

Qubika is a digital product engineering firm formed from the merger of Moove It and December Labs, providing high-quality solutions in AI, data engineering, cloud integrations, and emerging technologies.

4.8
Average rating
13
Mapped reviews
100%
Profile coverage

Company & commercials

Primary category
LLM Agents & RAG
Team size
250+ employees
Typical budget
$100K+
Primary industry
Financial Services & Insurance
Provider overview

A clear view of what Qubika does best.

Structured from supplied company information and mapped to RankGlobal's controlled AI and industry taxonomy.

Company profile
LLM Agents & RAG provider for Financial Services & Insurance

Qubika is a digital product engineering firm formed from the merger of Moove It and December Labs, providing high-quality solutions in AI, data engineering, cloud integrations, and emerging technologies. RankGlobal maps its primary capability to Agentic Workflow Development within LLM Agents & RAG, with supporting relevance to Large Language Models, Data Engineering for AI. Its strongest supplied industry signals align with FinTech Platforms, EdTech & Digital Learning, Fitness & Wellness.

See how this profile was mapped →
Primary AI category
LLM Agents & RAG
Strongest industry signal
Financial Services & Insurance
Engagement profile·$100K+·250+ employees·Service
Mapped capabilities · 3 categories
Technology

Platforms, methods and technical signals

PythonReactAWSDatabricksIoT

Tools and platforms named in Qubika's supplied company profile.

Expertise

Named expertise on file

  • AI Model Orchestration

    Designing and deploying "Compound AI Systems" that integrate multiple LLM models and custom interfaces.

    Agentic AIOrchestrationLLMs
  • Cloud Migration

    Delivering robust technical migrations and scalable backend infrastructure for high-traffic platforms.

    Cloud StrategySREScale-out
  • Full-Cycle Product Dev

    Utilizing a "Design Thinking" approach to build multi-device streaming and patient management systems.

    UX/UIFull-stackmHealth
RankGlobal provider intelligence
Analyst brief

Mapped Evidence Report

A decision-support view of Qubika, built from mapped taxonomy signals, evidence confidence, commercial profile and reviews.

Primary feed set
LLM Agents & RAG
Compared with
933 providers
Evidence signals used
3 signals
Publication status
Published
Structured evidence signal
100/100
Strong evidence
60th percentile of 933 peers · peer median 100
Profile coverage100
Taxonomy density100
Review signal100
Peer benchmark
How the profile compares

LLM Agents & RAG among 933 published providers

Average rating4.85 · median 4.83
Mapped reviews13 · median 10
Profile completeness100% · median 100%
Taxonomy breadth17 · median 21
Signal radar
Multi-dimensional evidence
RatingReviewsCoverageBreadth
This profile (percentile) Peer median
Capability mix
Mapped category signal
LLM Agents & RAG100%
MLOps & Infrastructure88%
Automation & Workflow76%

Imported mapping confidence for each category — not a share of work, revenue, or delivery volume.

Mapped industries
4 industries on the map
4
Healthcare & Life Sciences40%
Education & Research20%
Financial Services & Insurance20%
Media, Entertainment, Gaming & Sports20%

Share of mapped industry rows on the taxonomy map — not share of work or revenue.

Evidence mix
Mapping grades
Direct47% · 8
Supported41% · 7
Adjacent12% · 2

Imported mapping grades across 17 taxonomy mappings — not a search ranking.

RankGlobal analyst interpretation

What the mapped signals say

Qubika presents as a strong evidence profile for LLM Agents & RAG. It ranks in the 60th percentile of 933 published providers in LLM Agents & RAG, and 13 reviews back the commercial profile.

Current positioning: P60 evidence quality · P33 industry breadth
Strongest signals
Evidence-backed strength in LLM Agents & RAG is the profile's clearest signal in the mapped taxonomy.
Best user fit
Financial Services & Insurance buyers evaluating LLM Agents & RAG at a $100K+ engagement size.
Confirm before engagement
Confirm current delivery capacity directly — mapped signals reflect profile evidence, not live availability.
Client feedback signals
13
Reviews
4.8
Average rating
0
Publicly reshared
Published
Listing status
How this report is calculated →
Industry experience

Where this expertise is most relevant.

Industry mappings are organized by evidence strength so buyers can distinguish demonstrated alignment from broader search relevance.

5 mapped subindustries
Direct · Primary
FinTech Platforms

Source industry: Fintech

98% mapping confidence
Direct
EdTech & Digital Learning

Source industry: Education (EdTech)

88% mapping confidence
Direct
Fitness & Wellness

Source industry: Healthcare & Wellness

88% mapping confidence
Client feedback

What clients say.

Reviews and ratings published for this provider.

Consider the expertise that you require. They are one of the best groups around.

Mark Gorelick, Chief Product Officer

We've tripled our output from 20–25 to about 60-70 story points per week.

Dylan Barth, Lead Platform Developer

I appreciate their ability to respond and be dynamic. They've taken an individual interest.

Prashanth Donepudi, Senior VP of Technology
5
Transforming Data Silos via Specialized AI-Native AI

The bridge to AI-Native status. They transformed our legacy data silo into a high-performance Snowflake mesh in record time.

Startup CEO
5
Insider Best Practices via Exceptional Strategic AI

Exceptional at Data Engineering. Being an AWS Advanced and Snowflake Select partner means they have the inside track on best practices.

CTO, Retail
5
Bridging Firmware Gaps via Specialized IoT AI

They bridge the gap for firmware and IoT. They solved our device-to-cloud connectivity issues that three other firms couldn't fix.

Innovation VP
5
Securing Cloud Infrastructure via Specialized High-Depth AI

Very high technical depth in SRE and Cybersecurity. Their SOC 2 Type 2 certification gives us total peace of mind for our cloud infra.

Tech Lead
5
Building Loved Experiences via Specialized Effective AI

Highly effective for human-centric design. Their studios don't just build tech; they build experiences that users actually love.

Product Mgr
5
Scaling Enterprise Resources via Specialized High-ROI AI

Great ROI for enterprise scaling. They have the resources of a large firm but the personable, relationship-driven feel of a boutique.

Finance Head

10 mapped reviews · 13 published quotes

Showing 9 of 13, ranked by display order then recency.

Rating distribution
5
10
4
0
3
0
2
0
1
0

Ratings aggregate 13 reviews at the average shown above.

Transparent profile intelligence

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.

Tier 1 · Authoritative
Regulators, registries, certifications, signed client evidence.
Highest evidentiary weight
Tier 2 · Independent
Credible media, industry bodies, partner directories, third-party datasets.
Strong with attribution and recency
Tier 3 · Provider-controlled
Company site, case studies, press releases, structured submissions.
Accepted as a claim; verification raises weight
Tier 4 · Discovery-only
Directory listings, aggregations, and early discovery signals.
Used 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 out

What RankGlobal holds on file for Qubika, and the three things worth confirming directly once you're in touch.

Primary category
LLM Agents & RAG
Primary industry
Financial Services & Insurance
Typical budget
$100K+
Team size
250+ employees
  1. 1
    Name the use case

    Say which LLM Agents & RAG problem you are evaluating, so the research team can route your message accurately.

  2. 2
    Pressure-test the budget band

    The $100K+ band on file is a profile-level figure. Ask what a scope like yours actually lands at.

  3. 3
    Ask for a reference

    Request a client reference in Financial Services & Insurance — the strongest industry signal on this profile.

Enquire about Qubika

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