Toolmill Briefswhat companies are building, read from their hiring

Company brief · updated 2026-10-18

Toloka

toloka.ai · Internet · From agentic skills to coding and AI safety — we build data solutions integrating human expertise and technology to accelerate AI development.

18open roles
11new in 30 days
4closed in 30 days
0remote-eligible
acceleratinghiring velocity

What they're building

Enterprise fine-tuning delivery strong signal

Today: enterprise and managed AI data solutions for frontier model labs, enterprise AI teams, and emerging AI companies (Product Marketing Manager posting)

Roles: Program Director — Enterprise Fine-Tuning · Program Director — Enterprise Fine-Tuning

Requirements mention: fine-tuning · Strong consulting experience · model hosting · security review · enterprise procurement · SLAs

Inference: the company is staffing up to scope and deliver fine-tuning engagements for enterprise clients in the US and EU, with two Director-level roles in Delivery.

Self-service platform and go-to-market for it strong signal

Today: Every task in your pipeline. One platform (website heading)

Roles: Product Marketing Manager · Product Marketing Manager

Requirements mention: self-service platform · Tech Platform · B2B product marketing · go-to-market strategy · enterprise buying motions

Inference: marketing effort is being added for the self-service platform in both Europe and the United States, alongside enterprise and managed data solutions.

Agentic and RAG tooling for tailored data pipelines moderate signal

Today: Data for AI agents development (website heading)

Roles: Freelance Forward Deployed AI Engineer · Freelance Forward Deployed AI Engineer · Freelance Technical Consultant (LATAM) · Freelance Technical Consultant · Freelance Technical Consultant

Requirements mention: agentic systems · RAG · synthetic data generation · multi-stage pipelines · data labeling pipelines · integrating APIs

Inference: Delivery is adding freelance consultants who build agentic systems, RAG and synthetic data pipelines for individual client projects. The postings cover the US, EU and Latin America and were opened between March and July 2026.

SFT data pipelines, evaluation pipelines and red-teaming projects moderate signal

Today: Evaluation and red-teaming (website heading)

Roles: AI Data Project Manager (NYC / San Francisco - On-Site) · Freelance AI Data Project Manager

Requirements mention: SFT (supervised fine tuning) data generation pipeline · Evaluation pipeline · red-teaming project · technical cross-functional teams · Client facing experience

Inference: two DPM roles are being filled to run SFT data generation, evaluation and red-teaming projects. One is on-site in New York or a second US city (the title says San Francisco, the location field says Los Angeles). The other is freelance in the United States.

Data sourced from real businesses for frontier AI labs moderate signal

Today: Data collection: raw inputs and real-world examples gathered at scale (website)

Roles: Freelance Data Partnerships Lead

Requirements mention: business development · strategic partnerships · commercial sourcing · target lists · partner playbook

Inference: the posting calls this 'a new direction' and 'a founding partnerships function'. Toloka appears to be starting to source real company data from business partners for frontier labs. It rests on one freelance role, so it is early.

Core ML and post-training stack weak signal

Today: RLHF & Preference data (website heading)

Roles: Principal ML Researcher

Requirements mention: GRPO · process/outcome reward modeling · RLAIF · LLM-as-a-judge

No inference drawn: single role. The posting says this stack powers fine-tuning, RL, evaluation and LLM QA on the platform.

Where the headcount is going

DepartmentOpen
Delivery8
Marketing2
Product Marketing2
Technology2
DPM2
Finance1
Business Development1

Of 17 open roles, 9 are in Delivery. 11 were opened in the last 30 days, against 1 in the prior 30 days, with 1 closed.

Who they need

Seniority: Senior 7, manager 3, mid 3, director 2, principal 1, junior 1.

Skills named most: Python, LLMs, agentic systems, NumPy, version control, testing, synthetic data generation, fine-tuning, SFT, LoRA/PEFT, reward modeling, quality controls

Locations: Postings list European Union (5), United States (5), New York City Metropolitan Area (On-site) (1), Europe (1), New York, NY / Los Angeles, CA, United States (1), European Union, Kazakhstan, Georgia, Armenia, Serbia (1), European Union, Serbia, Georgia (1), Latin America (1), and USA (1). None are marked remote. 10 of the 17 are freelance roles. Only two list pay: Moderator at $65–75 per hour, and the US Product Marketing Manager at USD 140,000–180,000 per year.

How to use this

If you're applying: If you have Python and LLM fine-tuning or consulting experience, look at the Program Director, Forward Deployed AI Engineer and Technical Consultant roles. Note that the engineer and consultant roles are freelance. Other Delivery roles want different profiles: the New York Moderator wants hospitality or user-research experience, and the Data Partnerships Lead wants business development experience. Check the listed locations and the STEM background requirement before applying; none of the roles are marked remote.

If you're selling or recruiting: Delivery is the largest department, with 9 of 17 open roles, so start with the Delivery hiring lead about the enterprise fine-tuning and forward deployed roles. 10 of the 17 roles are freelance, so contractor sourcing is the likely fit. The two Product Marketing roles and the new Data Partnerships function point to separate contacts.

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Open roles (18)

TitleDepartmentLocationPosted
Freelance Integrated Marketing ManagerMarketingUnited States2026-10-23
Freelance Integrated Marketing ManagerMarketingEurope2026-10-23
Moderator | Onsite Data CollectionDeliveryNew York City Metropolitan Area (On-site)2026-10-16
Product Marketing ManagerProduct MarketingEurope2026-10-07
Principal ML ResearcherTechnologyEuropean Union2026-10-07
AI Data Project Manager (NYC / San Francisco - On-Site)DPMNew York, NY / Los Angeles, CA, United States2026-10-05
Program Director — Enterprise Fine-TuningDeliveryUnited States2026-09-30
Program Director — Enterprise Fine-TuningDeliveryEuropean Union2026-09-30
Freelance Procurement & Budget ControllerFinanceEuropean Union2026-09-29
Product Marketing ManagerProduct MarketingUnited States2026-09-29
Freelance Senior DevSecOps EngineerTechnologyEuropean Union, Kazakhstan, Georgia, Armenia, Serbia2026-09-25
Freelance AI Data Project ManagerDPMUnited States2026-09-23
Freelance Forward Deployed AI EngineerDeliveryUnited States2026-07-15
Freelance Forward Deployed AI EngineerDeliveryEuropean Union2026-06-26
Freelance Technical Consultant (LATAM)DeliveryLatin America2026-05-13
Freelance Technical ConsultantDeliveryUSA2026-04-27
Freelance Technical ConsultantDeliveryEuropean Union2026-03-12
Director of Sales - AI Frontier LabsBusiness DevelopmentUSA2026-02-19