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AI-powered data engineering, now across the GCC with Toroosio.

BigHammer.ai builds AI agents that build, migrate and run enterprise data pipelines on any platform. Toroosio is BigHammer’s exclusive partner in the GCC, bringing it to organisations across the region that want their data estate ready for AI.

The challenge

Data engineering has become the AI bottleneck.

AI is stuck behind 20 years of legacy platforms. Find your bottleneck, then see how BigHammer clears it.

Pick the challenge that sounds most like you.
Challenge 1 of 5

Tool sprawl

SourcesLegacy + modernIngestConnectorsTransformSQL · SparkQualityChecks · opsAI & analyticsModels · BIA separate tool for every stepOne AI-native platform for every stepTODAY: PIPELINE BLOCKEDWITH BIGHAMMER: DATA FLOWING
SourcesLegacy + modernIngestConnectorsTransformSQL · SparkQualityChecks · opsAI & analyticsModels · BIWork queued for scarce specialistsAI Data Engineer builds from plain EnglishTODAY: PIPELINE BLOCKEDWITH BIGHAMMER: DATA FLOWING
SourcesLegacy + modernIngestConnectorsTransformSQL · SparkQualityChecks · opsAI & analyticsModels · BICode locked in legacy ETLAI Agent Migrate moves it to any engineTODAY: PIPELINE BLOCKEDWITH BIGHAMMER: DATA FLOWING
SourcesLegacy + modernIngestConnectorsTransformSQL · SparkQualityChecks · opsAI & analyticsModels · BIManual monitoring and handoffsAgent DataOps resolves issues before impactTODAY: PIPELINE BLOCKEDWITH BIGHAMMER: DATA FLOWING
SourcesLegacy + modernIngestConnectorsTransformSQL · SparkQualityChecks · opsAI & analyticsModels · BIPoor data, no business contextContext IQ grounds AI in your businessTODAY: PIPELINE BLOCKEDWITH BIGHAMMER: DATA FLOWING
What it costs you

Higher licensing, integration, support and platform rationalisation cost.

How BigHammer fixes it

BigHammer’s platform brings catalogue, quality, observability, ETL, analytics and DataOps together, so you stop paying for and integrating point tools.

Why now: the data stack is being forced to move

Informatica is now Salesforce. About an $8B deal, closed November 2025.

StreamSets and Talend changed hands. Every change of owner is a reason to re-evaluate.

CFOs are cutting cloud bills. Workload portability is now a budget line.

LLMs can finally read legacy code. Two years ago they couldn’t.

Enterprises spend $92B a year on data engineering services to keep it all moving.BigHammer was built to fix this.
What is BigHammer

Two AI agents for the whole data lifecycle.

AI DATA ENGINEER

AI-powered data engineering, end to end

Build, test, deploy and manage data products and pipelines. BigHammer turns natural language into production-grade data pipeline code that runs on any compute.

  • Reduce labour effort
  • Rapid development with natural language
  • Reduce TCO with no need for point solutions
  • Automate testing, deployment and operations
NLP layerInput your business goals in simple EnglishCoding agentContext layerContext IQ · domain-specific languageData engineering platformGovernance, quality, ETL, migration,DataOps, analyticsContext +platform + opsAny computeAzureDatabricksData FactorySnowflakeOpenAIGCPDataprocComposerBigQueryGeminiAWSEMRGlueAirflowClaude
ANY SOURCEANY TARGETStreamSetsOracle PL/SQLInformaticaSnowflakeDatabricksSAS · SSISTalendPostgreSQLClouderaAb InitioPhase 1Phase 21UnderstandContext IQ2ReconstructSemantic model3MigrateAny engine4OptimiseContinuousAWS EMR/GlueGCP Dataproc/BQAzure ADF/SynapseDatabricksSnowflakeDuckDBApache FlinkApache SparkCloud and modern targets
The 5 steps of AI-powered migration

1. Connect. Securely connect to any legacy or modern data processing or ETL tool.

Any cloud, any compute engineAWS, Azure, GCP and on-premises
AI-native platformBuilt for data engineers
Secure, governed, compliantEnterprise-grade by design
Lower cost, higher valueDeliver more, spend less
How it works

AI agents + Context IQ + platform.

Agents do the work, Context IQ grounds them in your business, and the platform runs it all with governance built in.

Select a layer to explore it.
Agent DataGovGoverns trust automatically
  • Ownership
  • Data quality and data lineage
  • Data observability
  • Policies and lifecycle management
Agent Migrate + Agent PipelineBuilds and maintains pipelines
  • Builds
  • Evolves
  • Migrates
  • Monitors and supports
Agent XploreAnswers business questions

Natural-language access across the data platform

Agent DataOpsPrevents data incidents
  • Detects
  • Diagnoses
  • Resolves issues before impact
BigHammer proprietary IQ

Unique, proprietary intelligence that powers BigHammer’s understanding of your data

Cognitive Context IQ

Translates raw AI intent into your specific business reality

Domain-specific language

Data engineering context, best practice and guardrails for AI

Data catalogue

Organise, discover and understand your data

Data quality

Ensure accuracy, completeness and consistency

Data observability

Monitor data health and detect anomalies in real time

ETL and migration

Automate pipelines and migrate data seamlessly

Analytics

Deliver insights and drive data-driven decisions

DataOps

Automate, orchestrate and optimise data operations

Proven in production

BigHammer.ai in production today.

Measurable results across industries in real-world enterprise environments.

HEALTHCAREPlatform deliveryUnder 3 monthsvs 18 months traditionally
FINANCIAL SERVICESEngineering capacity3 engineersdoing the workload of an 8-person team
RETAILConsumer insights1–2 daysvs over a month
ADTECH AND MEDICAL DEVICESDatabricks costs~40% lowerthrough workload migration

Figures supplied by BigHammer.ai.

2-week discovery

Zero risk, full clarity.

In just two weeks, BigHammer’s AI agents connect to your environment, discover your data estate and deliver a complete modernisation roadmap, including workload inventory, cost-optimisation opportunities, migration candidates and a prioritised pilot plan.

  • No commitment beyond the assessment.
  • No rip-and-replace.
  • You walk away with a clear picture of what is possible and what it is worth.
Stop planning. Start proving.
What happens in two weeks
1
ConnectAI agents connect securely to your environment.
2
DiscoverThey map your data estate: workloads, code, usage and dependencies.
3
AssessCost-optimisation opportunities and migration candidates, quantified.
4
RoadmapA complete modernisation roadmap and a prioritised pilot plan.

Why BigHammer with Toroosio

Regional delivery.

Local briefings, discovery workshops, onboarding and support from our Dubai team.

AI-ready data, faster.

We help you prioritise the pipelines and migrations that unlock AI and cut platform costs first.

AI-powered data engineering, now across the GCC with Toroosio.

BigHammer.ai builds AI agents that build, migrate and run enterprise data pipelines on any platform. Toroosio is BigHammer’s exclusive partner in the GCC, bringing it to organisations across the region that want their data estate ready for AI.

The challenge

Data engineering has become the AI bottleneck.

AI is stuck behind 20 years of legacy platforms. Find your bottleneck, then see how BigHammer clears it.

Pick the challenge that sounds most like you.
Challenge 1 of 5

Tool sprawl

TODAY: PIPELINE BLOCKEDWITH BIGHAMMER: DATA FLOWINGSourcesLegacy + modernIngestConnectorsTransformSQL · SparkQualityChecks · opsAI & analyticsModels · BIA separate tool for every stepOne AI-native platform for every step
TODAY: PIPELINE BLOCKEDWITH BIGHAMMER: DATA FLOWINGSourcesLegacy + modernIngestConnectorsTransformSQL · SparkQualityChecks · opsAI & analyticsModels · BIWork queued for scarce specialistsAI Data Engineer builds from plain English
TODAY: PIPELINE BLOCKEDWITH BIGHAMMER: DATA FLOWINGSourcesLegacy + modernIngestConnectorsTransformSQL · SparkQualityChecks · opsAI & analyticsModels · BICode locked in legacy ETLAI Agent Migrate moves it to any engine
TODAY: PIPELINE BLOCKEDWITH BIGHAMMER: DATA FLOWINGSourcesLegacy + modernIngestConnectorsTransformSQL · SparkQualityChecks · opsAI & analyticsModels · BIManual monitoring and handoffsAgent DataOps resolves issues before impact
TODAY: PIPELINE BLOCKEDWITH BIGHAMMER: DATA FLOWINGSourcesLegacy + modernIngestConnectorsTransformSQL · SparkQualityChecks · opsAI & analyticsModels · BIPoor data, no business contextContext IQ grounds AI in your business
What it costs you

Higher licensing, integration, support and platform rationalisation cost.

How BigHammer fixes it

BigHammer’s platform brings catalogue, quality, observability, ETL, analytics and DataOps together, so you stop paying for and integrating point tools.

Why now: the data stack is being forced to move

Informatica is now Salesforce. About an $8B deal, closed November 2025.

StreamSets and Talend changed hands. Every change of owner is a reason to re-evaluate.

CFOs are cutting cloud bills. Workload portability is now a budget line.

LLMs can finally read legacy code. Two years ago they couldn’t.

Enterprises spend $92B a year on data engineering services to keep it all moving.BigHammer was built to fix this.
What is BigHammer

Two AI agents for the whole data lifecycle.

AI DATA ENGINEER

AI-powered data engineering, end to end

Build, test, deploy and manage data products and pipelines. BigHammer turns natural language into production-grade data pipeline code that runs on any compute.

  • Reduce labour effort
  • Rapid development with natural language
  • Reduce TCO with no need for point solutions
  • Automate testing, deployment and operations
NLP layerInput your business goals in simple EnglishCoding agentContext layerContext IQ · domain-specific languageData engineering platformGovernance, quality, ETL, migration,DataOps, analyticsContext +platform + opsAny computeAzureDatabricksData FactorySnowflakeOpenAIGCPDataprocComposerBigQueryGeminiAWSEMRGlueAirflowClaude
ANY SOURCEANY TARGETStreamSetsOracle PL/SQLInformaticaSnowflakeDatabricksSAS · SSISTalendPostgreSQLClouderaAb InitioPhase 1Phase 21UnderstandContext IQ2ReconstructSemantic model3MigrateAny engine4OptimiseContinuousAWS EMR/GlueGCP Dataproc/BQAzure ADF/SynapseDatabricksSnowflakeDuckDBApache FlinkApache SparkCloud and modern targets
The 5 steps of AI-powered migration
Any cloud, any compute engineAWS, Azure, GCP and on-premises
AI-native platformBuilt for data engineers
Secure, governed, compliantEnterprise-grade by design
Lower cost, higher valueDeliver more, spend less
How it works

AI agents + Context IQ + platform.

Agents do the work, Context IQ grounds them in your business, and the platform runs it all with governance built in.

Agent DataGovGoverns trust automatically
  • Ownership
  • Data quality and data lineage
  • Data observability
  • Policies and lifecycle management
Agent Migrate + Agent PipelineBuilds and maintains pipelines
  • Builds
  • Evolves
  • Migrates
  • Monitors and supports
Agent XploreAnswers business questions

Natural-language access across the data platform

Agent DataOpsPrevents data incidents
  • Detects
  • Diagnoses
  • Resolves issues before impact
BigHammer proprietary IQ

Unique, proprietary intelligence that powers BigHammer’s understanding of your data

Cognitive Context IQ

Translates raw AI intent into your specific business reality

Domain-specific language

Data engineering context, best practice and guardrails for AI

Data catalogue

Organise, discover and understand your data

Data quality

Ensure accuracy, completeness and consistency

Data observability

Monitor data health and detect anomalies in real time

ETL and migration

Automate pipelines and migrate data seamlessly

Analytics

Deliver insights and drive data-driven decisions

DataOps

Automate, orchestrate and optimise data operations

Proven in production

BigHammer.ai in production today.

Measurable results across industries in real-world enterprise environments.

HEALTHCAREPlatform deliveryUnder 3 monthsvs 18 months traditionally
FINANCIAL SERVICESEngineering capacity3 engineersdoing the workload of an 8-person team
RETAILConsumer insights1–2 daysvs over a month
ADTECH AND MEDICAL DEVICESDatabricks costs~40% lowerthrough workload migration

Figures supplied by BigHammer.ai.

2-week discovery

Zero risk, full clarity.

In just two weeks, BigHammer’s AI agents connect to your environment, discover your data estate and deliver a complete modernisation roadmap, including workload inventory, cost-optimisation opportunities, migration candidates and a prioritised pilot plan.

  • No commitment beyond the assessment.
  • No rip-and-replace.
  • You walk away with a clear picture of what is possible and what it is worth.
Stop planning. Start proving.
What happens in two weeks
1
ConnectAI agents connect securely to your environment.
2
DiscoverThey map your data estate: workloads, code, usage and dependencies.
3
AssessCost-optimisation opportunities and migration candidates, quantified.
4
RoadmapA complete modernisation roadmap and a prioritised pilot plan.

Why BigHammer with Toroosio

Regional delivery.

Local briefings, discovery workshops, onboarding and support from our Dubai team.

AI-ready data, faster.

We help you prioritise the pipelines and migrations that unlock AI and cut platform costs first.