High-quality human data, specialised cohorts and evaluation workflows — built for the next generation of AI.
Fixus Ventures helps AI teams collect, validate and evaluate real-world human data by activating highly specific cohorts through a technology-enabled human intelligence network.
Built to activate specific human cohorts at scale
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Colleges
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Communities
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Execution Network
Multi-language
Human Data
Technology-enabled
Workflows
The problem
Modern AI requires more than massive datasets. It requires diverse human perspectives, native language understanding, specialised expertise, high-quality annotations, human preference signals and continuous evaluation.
Raw Data
Volume without judgement
Human Intelligence
Context, expertise, preference
Quality Layer
Validation and review
AI-Ready Data
Structured, measured, usable
Language
Native speakers, real dialects and accents.
Context
How things are actually said, used and understood.
Expertise
Judgement that only years in a field produce.
Preferences
What people genuinely prefer, ranked.
Edge cases
The long tail that public data never covers.
Human judgement
The call a model cannot make on its own.
Platform
We combine distributed human networks with software that turns human participation into structured, measurable and high-quality data.
Solutions
Collect native-language audio, text and conversational data across languages, regions, accents and dialects.
Capabilities
Build datasets across images, video, audio, documents, text and conversational data.
Capabilities
Generate high-quality human signals for model improvement, from preference pairs to safety judgements.
Capabilities
Test AI systems against real-world human expectations, continuously, as your models move.
Capabilities
Access specialised human cohorts whose judgement cannot be sourced from a generic crowd.
Capabilities
Cohort engine
Generic crowds produce generic data. Fixus Ventures enables you to activate highly specific human cohorts based on the characteristics your project actually requires.
Cohort builder
Language
Region
Age
Expertise
Task
Target cohort ready
Estimated cohort size
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Reachable participants matching all selected criteria
Illustrative estimates. Actual cohort availability is confirmed during project scoping.
Network
Our network spans colleges, communities, specialist groups and execution partners, allowing us to activate targeted human cohorts rather than relying on a single generic workforce. It runs deepest across India — mapped below — and extends through partners into Europe, the Middle East, Southeast Asia and Latin America.
Distributed human intelligence infrastructure
Network distribution
Live
Task platform
Our gamified task platform enables us to distribute tasks, manage participation, validate outputs and incentivise users efficiently.
Fixus Task Platform
Project
Target
25,000 participants
Languages
5
Completion
0
of 25,000 target
Validated
0
passed all checks
Quality Score
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weighted average
Validation Rate
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of completed tasks
Collection by language
82%
71%
76%
64%
58%
Swipe the table sideways to see all columns →
| Campaign | Task | Cohort | Participants | Completion | Validation | Quality | Reward | Status |
|---|---|---|---|---|---|---|---|---|
| MVD-01 | Conversational capture | Hindi · North India | 6,140 | 94% | 97% | 97.1% | ₹— | Active |
| MVD-02 | Read speech · scripted | Bengali · East India | 3,280 | 71% | 96% | 95.8% | ₹— | Active |
| MVD-03 | Accent diversity set | Tamil · South India | 3,510 | 76% | 95% | 96.2% | ₹— | Active |
| MVD-04 | Spontaneous dialogue | Telugu · South India | 2,905 | 64% | 94% | 95.4% | ₹— | In review |
| MVD-05 | Regional vocabulary | Marathi · West India | 2,907 | 58% | 96% | 96.9% | ₹— | Queued |
Representative interface. Figures shown are illustrative.
Quality layer
Every project is designed around measurable quality — from cohort selection and task design to validation, review and final delivery.
Step 01
Recruit
Source against the cohort spec, not availability.
Quality mechanisms
Quality dashboard
Rolling 30 days
Illustrative figures shown for interface demonstration.
Data types
Voice and speech datasets
Language and conversational data
Classification and verification
Multimodal human data
Document understanding and validation
Real-world dialogue
Cross-modal datasets
Preference and ranking data
Specialist human intelligence
Model and AI-agent evaluation
Use cases
Native voices, accents, dialects and conversational speech.
SFT, preference data, human feedback and evaluation.
Image classification, screening and verification.
Human evaluation of agent behaviour and real-world workflows.
Human relevance scoring and preference signals.
Content review, safety evaluation and adversarial testing.
Human-generated multimodal and real-world scenario data.
Expert data across healthcare, technology, finance, STEM and other specialised fields.
Industries
Enterprise workflow
One pipeline, instrumented end to end — so you always know where a dataset is, and what its quality looks like at that moment.
Capability gap, target modality, success criteria
Task design, rubric, schema, sample size
Language, region, expertise, demographics
Routing across networks and communities
Structured capture with in-task guidance
Automated checks plus layered human review
Agreement, accuracy and outlier scoring
Schema-consistent, quality-reported delivery
Fed back into training and eval loops
Positioning
Traditional outsourcing gives you people. Fixus Ventures gives you programmable access to specific human intelligence — defined by criteria, activated through software, and measured on delivery.
Traditional
Fixus Ventures
Security & trust
Built with enterprise security requirements in mind — access, handling and traceability are designed into the workflow rather than bolted on at the end.
Task and data flows designed around controlled access.
Participant data handled on a need-to-know basis.
Permissions scoped per project, per role.
Task, review and delivery events are traceable.
Validation and review enforced in the workflow.
Defined retention and transfer procedures.
Built to slot into procurement and review processes.
Fixus Ventures does not currently claim third-party certifications or compliance attestations. Specific security requirements are addressed per engagement during scoping.
Case studies
Results
XX
Hours collected
XX
Languages
XX
Participants
XX%
Validation rate
Results
XX
Evaluations
XX
Experts
XX%
Agreement
Results
XX
Images
XX
Classifications
XX%
Accuracy
These are structural placeholders. Metrics will be published once the corresponding engagements are cleared for disclosure.
Engagement models
Entry pricing for each engagement shape. Where a project lands above the starting figure depends on how specific the cohort is, how many languages it spans and how much validation depth the work demands — a thousand items from credentialed clinicians is not a thousand items from a general cohort. We confirm scope and quote before anything begins.
For teams validating fit
$10,000
from · fixed scope
A fixed-scope first batch that proves the cohort, the rubric and the quality bar before anyone commits to volume.
For recurring production pipelines
$25,000
from · per month
An ongoing managed programme with a dedicated cohort pool, weekly batches and quality reported against agreed targets.
For regulated or high-volume work
Custom
multi-year engagement
Bespoke engagements where credentialed cohorts, data handling constraints or procurement requirements shape the workflow.
Figures in USD, exclusive of taxes. Starting prices, not fixed quotes — final scope is agreed in writing before work begins.
Global presence
Our cohort network is deepest in India, where institutional and community reach lets us activate specialised groups at scale. Delivery, partnerships and client work span four further regions, so there is overlap with your working day wherever your team sits.
Netherlands
Local time
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UTC+01:00
United Arab Emirates
Local time
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UTC+04:00
Singapore
Local time
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UTC+08:00
Mexico
Local time
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UTC−06:00
Working hours shown as active between 09:00 and 19:00 local.
Questions
We start from the characteristics the work actually depends on — language, region, profession, seniority — and source against that spec through our institutional and community networks. Where a requirement is narrow enough that the pool is small, we will tell you the realistic size before you commit, rather than after.
For AI teams
Whether you're training a foundation model, evaluating an AI agent or building a specialised model, Fixus Ventures gives your team access to the human intelligence required to improve performance.
For enterprises
Build domain-specific human datasets and evaluation workflows around the unique requirements of your business.
About
Fixus Ventures is building the infrastructure that makes high-quality human participation programmable, measurable and accessible to AI teams.
Mission
Make high-quality human intelligence accessible to every team building AI.
Vision
A world where every AI system can access the right human intelligence when it needs it.
Get started
Tell us what you’re building. We’ll help you identify the right cohorts, design the workflow and activate the human intelligence required to move it forward.
Contact
Tell us what you’re building and we’ll come back with a cohort plan, a workflow design and an honest view of what’s feasible.