16 years of data. Now AI-native.

We turn messy data into
AI-ready intelligence.

SanFire has been cleaning, structuring, and perfecting data since 2010. Now we do it with autonomous AI agents, dedicated servers, and the kind of precision that only comes from doing this for 16 years straight.

Start a Project See Our Services

16+

Years in Data

50M+

Records Processed

99.7%

Accuracy Rate

AI+Human

Hybrid Pipeline

What We Do

Data services that
actually ship results.

Every service we offer has been battle-tested across thousands of projects. We don't just clean data — we make it work for AI.

🧹

Data Cleaning & Preparation

Transform raw, messy datasets into clean, structured, AI-ready data. Deduplication, normalization, format standardization at scale.

Core Service

🎯

Data Labeling & Annotation

Expert human annotators label your data with surgical precision. Image classification, NER, sentiment analysis — supervised learning ready.

AI Training

🔍

Data Quality Assurance

Validate and improve existing datasets. We identify errors, inconsistencies, biases, and gaps your models can't afford.

Quality

🔄

Data Transformation & ETL

Convert between formats, migrate databases, build automated pipelines. CSV to JSON to Parquet — whatever your stack needs.

Pipeline

🤖

AI-Assisted Processing

Our autonomous AI agents handle repetitive tasks 24/7 — with human oversight for edge cases. Faster throughput, same precision.

AI-Native

🔒

Secure Data Handling

On-premise processing on dedicated servers. Your data never leaves controlled infrastructure. NDA-backed, audit-ready.

Security

Our AI Edge

16 years of human expertise.
Now augmented by AI.

We rebuilt our entire pipeline with autonomous agents, dedicated infrastructure, and the operational intelligence to run it all 24/7.

⚡

Autonomous AI Agents

Multi-agent swarms handle data cleaning, validation, and annotation in parallel — on dedicated servers around the clock.

🧠

Human-in-the-Loop QA

AI handles volume, humans handle judgment. Every edge case has experienced eyes on it.

🖥️

Dedicated Infrastructure

Your data processes on our servers — not shared cloud. Full control, full speed, full privacy.

🔧

Custom AI Workflows

Bespoke automation using Cowork, OpenClaw, and custom orchestrators — tailored to your exact data needs.

sanfire-pipeline v4.2

$ sanfire process --dataset client_raw.csv
 
▶ Initializing pipeline...
▶ Agent swarm deployed [6 agents]
▶ Deduplication: 12,847 duplicates removed
▶ Format normalization: complete
▶ Outlier detection: 234 flagged for review
▶ Human QA: 18 edge cases resolved
▶ Validation score: 99.7%
 
✓ Pipeline complete. 847,291 records processed.
✓ Output: client_clean.parquet
 
$ 

Live Intelligence

Watch the pipeline breathe.

Every record takes the same four-stage journey. Below, a live snapshot of what it looks like — plus 16 years of compounding accuracy.

Data Flow — 4-Stage Pipeline LIVE

Records / session

Active agents

0/s

Throughput

16-Year Accuracy Curve 2010 → 2026

Accuracy rate AI agents online (2025) Hybrid pipeline

Pictures Speak

Your process, as a picture.

Pictures speak a thousand words. We turn your data pipelines, KPIs, and workflows into infographics your whole team can read in ten seconds flat.

Before → AfterLIVE DEMO

The same data — in a form your team will actually read.

Every engagement ends with an infographic report: what we cleaned, what we fixed, where your quality stands, and what your pipeline does — at a glance. Boardrooms get the one-pager; engineers get the drill-downs.

📊

Process flows

Pipeline stages · error trails · handoffs

📈

Quality KPIs

Accuracy · freshness · coverage

🧭

Before / after

Row counts · duplicates removed

🌍

Cohort maps

Regions · segments · anomalies

Funnel

Conversion & Drop-off

Every stage of your pipeline, with row counts, fixes, and fallout — as one clean funnel.

Trend

Quality Over Time

A single curve tells the story of sixteen years, or sixteen weeks. Management reads it instantly.

Flow

System Diagram

Sources, transforms, sinks — mapped like a subway diagram. Every teammate gets it.

The Numbers

Built on real volume,
not pitch decks.

We've been doing this since before "AI training data" was a category.

Years of Operations

Since 2010

Records Processed

Across all projects

Accuracy Rate

Verified by clients

Processing Uptime

AI agents never sleep

How We Work

From raw data to
production-ready in days.

No lengthy onboarding. No complex contracts. Send us your data, we send it back clean.

Share Your Data

Send us a sample dataset via secure transfer. We assess complexity within 24 hours.

Custom Pipeline

We design an AI+Human pipeline tailored to your data type and quality needs.

Process & Validate

AI agents handle volume. Human experts handle quality gates. Every record verified.

Deliver & Iterate

Clean data in your format. Ongoing support for recurring pipelines.

Try The Forge

Paste messy data.
Watch it become intelligence.

A tiny taste of the SanFire pipeline, running in your browser. Drop names, emails, dates, dollar figures — anything. Click Forge. Watch duplicates vanish, entities label themselves, and quality climb.

RAW INPUT · UNSTRUCTURED

OUTPUT · AI-READY

QUALITY

Get in Touch

Ready to make your
data actually work?

Tell us about your dataset. We'll tell you how fast we can clean it.

reachus@sanfire.in

Drop us a line with your data challenge. We respond within 24 hours with a concrete plan — no generic sales pitches, just solutions.

Contact Form

📧 reachus@sanfire.in

🌍 sanfire.in

⏰ Response < 24h

We turn messy data into AI-ready intelligence.

16+