quest1

Name

quest1

Legal name

Quest1

Website

https://quest1.io

Company type

Private

Founded year

2024

Operating status

Operating

Headcount range

11–50 employees

Ownership category

akta.pro rank

Product category

Data Engineering and AI Consulting Services

NAICS

Custom Computer Programming Services (541511), Computer Systems Design Services (541512), Computer Systems Design and Related Services (54151), Computer Systems Design and Related Services (5415)

SIC

Services-Computer Programming, Data Processing, Etc. (7370), Services-Management Consulting Services (8742), Services-Computer Programming Services (7371), Services-Computer Integrated Systems Design (7373)

akta.pro primary industry

AI/ML Engineering & Model Development Services (BPAEAHAF)

akta.pro secondary industries

Data, Analytics & AI Consulting (BPAHAEAF), AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ)

Keywords

• Data engineering services
• AI/ML consulting
• Legacy system modernization
• Cloud migration services
• Enterprise AI implementation

Headquarters

HQ city

Reston

HQ country

United States

HQ region

North America

Offices2 records

Markets served

GTM type

B2B

Offering type

Services

Cost components

Personnel, Technology or R&D, Marketing or Sales, Operations, Infrastructure

Revenue model

1. Professional Services: Engineering consulting and implementation services delivered by senior engineers. Engagements cover AI/ML implementation, data engineering, legacy system modernization, technology consulting, custom application development, web/mobile development, and DevOps/automation. Services are scoped through direct conversations with practice leads.

Go-to-market motion2 records

Distribution channels2 records

Marketing channels4 records

Core offering

Quest1 provides senior-led data engineering and applied-AI services for enterprise systems, including AI/ML implementation, data engineering, legacy system modernization, technology consulting, custom application development, and DevOps automation. The firm pairs human senior engineers with an internal AI tooling suite (Shinro) to design, build, and transfer knowledge to client teams, and operates as an early-access implementation partner for platforms such as ClickHouse, MongoDB, and Ditto.

Product overview

Quest1 is a data engineering and applied-AI services firm offering a portfolio of 9 core engineering disciplines plus specialized partner practices. The core services include AI/ML Consulting, AI/ML Solution Implementation, AI/ML Model Selection and Tuning, Data Engineering, Legacy System Modernization, Technology Consulting, Custom Application Development, Web and Mobile App Development, and DevOps and Automation. Specialized practices cover ClickHouse (Design Validation, Analytics Foundation, Data Migration) and Ditto (Mobile App Build, Edge Sync Validation, Sync Maintenance). Quest1's AI-assisted tooling is consolidated under the Shinro brand, including Shinro for ClickHouse Migration and Shinro Query Analyzer for ClickHouse. Quest1 operates as a services firm with packaged solutions (Shinro) rather than a standalone software product company.

Differentiator

Problem solved

Functional benefit

Brands

• Shinro: Shinro (しんろ, Japanese for 'course,' 'route,' or 'path') is Quest1's umbrella brand for AI-assisted tooling that helps engineering teams adopt the partner platforms they work with. Includes Shinro for ClickHouse Migration and Shinro Query Analyzer for ClickHouse.

Products and services

• AI/ML Solution Implementation End-to-end design, build, and deployment of applied-AI/ML solutions for enterprise clients, including AI/ML model selection and tuning, with knowledge transfer to client teams.
• Data Engineering Data engineering services for enterprise systems, delivered by senior engineers to design and build data platforms and pipelines.
• Legacy System Modernization Modernization of legacy enterprise systems, including re-platforming from older databases and analytics engines to modern data platforms.
• Technology Consulting Senior-led advisory consulting on technology strategy and architecture for enterprise engineering teams.
• Custom Application Development Custom web and mobile application development delivered by senior engineers for enterprise clients.
• DevOps and Automation Services DevOps engineering and automation services to streamline build, release, and operations for client engineering teams.
• Shinro Quest1's AI-assisted tooling platform that bundles agents for data and AI engineering tasks, including profiling, code analysis, schema/DDL generation, migration, validation, and query analysis.
• ClickHouse Data Migration Services Migration of structured data from legacy systems (e.g., Oracle, Postgres, MySQL) into ClickHouse, leveraging Shinro tooling for automated and structured-data migration.
• ClickHouse Design Validation Design validation service for ClickHouse schemas and analytics architectures prior to migration.
• ClickHouse Analytics Foundation Foundational setup service for ClickHouse-based analytics environments.
• Ditto Mobile App Build

Quantifiable outcome

• Memory consumption reduced 5-10x on most expensive ClickHouse queries
• +7 more outcomes

Named customers6 records

Segments4 records

Ideal customer profiles1 record

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Integration6 records

AI capability6 records

Feature7 records

Partnerships

Ten partnerships are on record, tiered core and supporting.

• ClickHousecoreStrategic or Co-development PartnerFeatured Ignite Tier partner. Quest1 is one of the earliest services partners in the ClickHouse ecosystem with pre-GA access and direct co-delivery with ClickHouse engineering team. Engineers trained from first principles on ClickHouse architecture, sort key design, and materialized view optimization. Offers ClickHouse Design Validation, Analytics Foundation, and Data Migration services.
• DittocoreStrategic or Co-development PartnerApplication Layer partner for edge and mobile experiences. Co-sell partner and one of their go-to engineering partners for production deployments. Quest1 engineers trained directly with Ditto team. Offers Ditto Mobile App Build, Edge Sync Validation, and Sync Maintenance services.
• MongoDBcoreTechnology or IntegrationData Engineering partner for document databases, vector search, real-time sync, and aggregation pipelines. Multiple case studies demonstrate MongoDB Atlas migration and optimization expertise.
• RedissupportingTechnology or IntegrationAI/ML and Ops partner for in-memory data store, vector similarity search, caching, and real-time AI serving. Referenced in technical perspectives on semantic caching.
• TemporalsupportingTechnology or IntegrationAI/ML and Ops partner for durable execution, workflow orchestration, and fault-tolerant long-running processes.
• deepsetsupportingTechnology or IntegrationAI/ML and Ops partner for NLP frameworks, Haystack pipelines, RAG applications, and semantic search. Co-delivered hybrid AI feasibility engagement for library embedding project.
• Amazon Web ServicessupportingTechnology or IntegrationFoundational Infrastructure partner. Advanced consulting partner with expertise in SageMaker, Glue, Redshift, EKS, Lambda.
• Google CloudsupportingTechnology or IntegrationFoundational Infrastructure partner. Cloud partner with expertise in BigQuery, Vertex AI, GKE, Cloud Composer, Dataflow.
• Microsoft AzuresupportingTechnology or IntegrationFoundational Infrastructure partner. Solutions partner with expertise in Azure Synapse, Azure ML, AKS, Data Factory, Fabric.
• Red HatsupportingTechnology or IntegrationFoundational Infrastructure partner for OpenShift, Ansible, enterprise Linux, and hybrid cloud infrastructure. CTO Vishy Iyer previously served as Principal Architect at Red Hat.

Scale indicators10 records

Recent moves6 records

Direct peers

• MongoDB Professional Services: Direct delivery arm of MongoDB offering Atlas migrations, modernization, and document/vector search implementation. Quest1's MongoDB Atlas migration case studies (45 TB, Vespa.ai to Atlas) directly overlap with MongoDB PS engagements, and both target the same enterprise buyers.
• Slalom: US-based technology consulting firm with deep data, cloud, and AI practices serving enterprise clients. Comparable to Quest1 in targeting Fortune-level enterprises for data engineering and AI implementation, though at much larger scale and broader geographic coverage.
• Thoughtworks: Global technology consultancy with strong data engineering, modernization, and AI/ML practices. Overlaps with Quest1 on legacy modernization, cloud data platform implementation, and engineering-led delivery, though at significantly larger scale.
• ClickHouse Consulting Partners: Other ClickHouse Ignite Tier and certified services partners delivering ClickHouse migrations, design validation, and analytics foundation engagements. Quest1 competes head-to-head with these partners for ClickHouse-branded engagements, often with similar pre-GA access advantages.
• Nagarro: Global digital engineering services firm with strong data, AI, and cloud-native practices, including ClickHouse, MongoDB, and edge/mobile delivery. Comparable business model of senior-engineer-led custom development for enterprise clients, though significantly larger in headcount.
• Apexon: Digital engineering and data services firm with healthcare, financial services, and insurance vertical strength, plus cloud data platform and AI/ML implementation practices. Comparable to Quest1 in targeting enterprise data modernization and AI use cases across regulated verticals.

Broad incumbents

• Cognizant: Global IT services and consulting firm where Quest1's CTO Vishy Iyer previously served as Chief Architect. Cognizant offers data engineering, cloud, and AI services to enterprise clients across all industries, often as a multi-year managed services partner rather than niche specialist.
• Accenture: Largest global professional services firm with deep data and AI practices, including ClickHouse and cloud data platform implementations for Fortune 500 clients. Competes with Quest1 for large modernization wallets though typically through staff augmentation and managed services rather than senior-led boutique engagements.

Emerging players

• Ispirer Systems: Database migration tooling and services provider offering automated migration from legacy databases (SQL Server, Oracle, Postgres) to modern targets. Directly comparable to Shinro's migration scope, though more tooling-led and less consulting-led than Quest1.

Others

• deepset: AI/ML platform provider for Haystack-based RAG and NLP pipelines, and an active Quest1 partner. While not a services competitor, deepset's enterprise customer base overlaps with Quest1's target buyers, and it is referenced as a co-delivery partner on Quest1's hybrid AI engagements.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat4 records

Key risks6 records

Key highlights6 records

Customer concentration

• LinkedInlinkedin.com/company/quest1
• GitHubgithub.com/Quest1Codes

Revenue estimate

Valuation estimate

Number of profiles

Profiles4 records

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about quest1