Sama vs V7: Which Data Labeling Is Better in 2026?

Compare pricing, features, integrations, verified reviews, AI capabilities, security, and customer satisfaction — side by side, with no marketing spin.

Sama

Rating: —
Reviews: 0
From: Custom

in Data Labeling

Leads 1/9

Rating: —
Reviews: 0
From: Custom

in Data Labeling

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The Short Answer

Sama vs V7, in 15 seconds

Choose Sama if…

You prefer Sama's approach and ecosystem

Choose V7 if…

You want deeper AI and automation features

Head-to-Head Scorecard

How Sama and V7 score

V7 leads on 1 of 9 measured dimensions.

DimensionSamaV7

Customer Rating
Average score from verified user reviews
Even
Sama
No reviews
V7
No reviews
Review Volume
Number of verified reviews — a proxy for adoption
Even
Sama
0
V7
0
Entry Pricing
Lowest published starting price (free plan = lowest)
Even
Sama
Custom
V7
Custom
Free Access
Availability of a free plan and/or free trial
Even
Sama
Paid only
V7
Paid only
Integrations
Number of listed third-party integrations
Even
Sama
0
V7
0
Features
Number of listed product capabilities
Even
Sama
8
V7
8
AI Features
Capabilities mentioning AI, automation or ML
V7
Sama
—
V7
1
Security & Compliance
Number of listed compliance certifications
Even
Sama
—
V7
—
Platforms & Deployment
Supported platforms and deployment options
Even
Sama
4
V7
4

Feature Comparison

Sama vs V7 feature breakdown

Search or filter the full feature matrix — core features, AI, integrations, APIs, security and compliance.

Sama

Overview

User rating

—

Pricing model

Custom Quote

Starting price

Custom

Free version

Free trial

Features

Key capabilities

Image annotation (detection, segmentation)Video annotation & tracking3D point cloud (LiDAR, Radar)Text annotation & preference rankingModel evaluation & scoringData validation & QA+2

Data-room due diligence automationCIM-to-IC memo generationDDQ completion & document analysisPortfolio monitoringCustom workflow agentsDocument generation (tear sheets, updates)+2

AI features

—

Data-room due diligence automation

Integrations & API

Integrations

—

Public API

Platforms

Deployment

CloudManaged Service

CloudSaaS

Platforms

WebAPI

Mobile support

Security & Compliance

Compliance

—

Vendor

Company

—

Verified

Founded

—

Headquarters

—

Pricing Comparison

Sama vs V7 pricing

Entry pricing, plan tiers and the cost factors that shape total cost of ownership.

Sama

Custom to start

CustomCustom

Annotation & validation services
Model evaluation
Data curation platform
Managed expert teams

Custom to start

CustomCustom

Due diligence & CIM automation
Custom workflow agents
Source-traceable outputs
API & integrations

Total cost of ownership factors

Free planSama V7

Free trial to evaluateSama V7

Transparent published pricingSama V7

Public API (build vs. buy add-ons)Sama V7

Beyond list price, factor in implementation, training, add-ons and per-seat scaling when estimating total cost of ownership.

Pros & Cons

Sama vs V7: strengths and trade-offs

Sama

Pros

Public API available

Cons

No free plan
No free trial
Pricing is quote-based (less transparent)
No compliance certifications listed

Pros

Stronger AI / automation features
Public API available

Cons

No free plan
No free trial
Pricing is quote-based (less transparent)
No compliance certifications listed

Buyer Fit

Who should use Sama vs V7?

Startups

Either

Either keeps early-stage costs lowest with its entry tier.

Small businesses

Either

Either offers the most accessible pricing for lean teams.

Agencies

Either

Either connects to more tools for multi-client workflows.

Enterprises

Either

Either leads on compliance and breadth for complex needs.

Ecommerce

V7 integrates with more of the commerce stack.

SaaS companies

V7 is the more developer- and automation-friendly choice.

Ask SIA which solution fits your business

SIA, Saaskart's AI buying assistant, weighs Sama and V7 against your team size, budget, integrations and compliance needs — then recommends the right fit and the questions to ask each vendor.

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Sama vs V7 — Frequently Asked Questions

What is the difference between Sama and V7?

Sama and V7 are both Data Labeling solutions. Sama is rated 0.0/5 by 0 users, while V7 is rated 0.0/5 by 0 users. The main differences lie in pricing, features, and target audience.

Which is better, Sama or V7?

Based on user ratings, Sama scores higher at 0.0/5. The best choice depends on your team size, budget, and specific requirements.

Which is cheaper, Sama or V7?

Both products have custom pricing. We recommend contacting both vendors for a quote tailored to your team size.

Does Sama or V7 have a free plan?

Neither Sama nor V7 currently offers a free plan, but both offer paid plans with various tiers.

Can I switch from Sama to V7?

Switching between Sama and V7 is possible. Both support data export. Check integration compatibility and plan for data migration to minimise disruption to your team.

Who should use Sama vs V7?

Sama is best suited for teams that prioritise enterprise features. V7 works well for teams needing advanced capabilities.

Our Verdict

The bottom line on Sama vs V7

Best Overall

Either

It's a tie balances user satisfaction and proven adoption.

Best for Startups

Either

It's a tie has the friendliest entry point for new teams.

Best for Enterprise

Either

It's a tie leads on compliance and feature breadth.

Best Value

Either

It's a tie delivers the lowest cost to get started.

Best AI Features

V7 ships more AI and automation.

Highest Rated

Either

Both earn equal user ratings.

Ready to decide between Sama and V7?

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Sama vs V7, in 15 seconds

Choose Sama if…

Choose V7 if…

How Sama and V7 score

Sama vs V7 feature breakdown

Sama vs V7 pricing

Total cost of ownership factors

Sama vs V7: strengths and trade-offs

Who should use Sama vs V7?

Ask SIA which solution fits your business

Sama vs V7 — Frequently Asked Questions

The bottom line on Sama vs V7

Ready to decide between Sama and V7?

Not sure which to choose?