Ayonika Bose

Ayonika Bose — AI Applications Engineer

I turn

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into systems

people use every day.

AI Applications Engineer at Sigma Computing · San Francisco

Shipped: CRM Replacement · Multi-Agent Deal Intelligence · Automated GTM Workflows

see what I've built →
About

I build AI systems that make GTM and RevOps teams independent of the SaaS vendors they used to pay for.

At Sigma Computing, I work directly with the CMO, COO, and CEO to replace external tools — pipeline intelligence platforms, deal management software, reporting automation — with warehouse-native AI built on Snowflake and Sigma. My systems don't supplement the existing stack. They replace it.

I build systems that ship.

What I build

  • // GTM automation systems
  • // Pipeline & forecast intelligence
  • // Slack-native AI agents
  • // Warehouse-native CRM tooling
  • // Internal AI frameworks

Current stack

  • // Snowflake Cortex
  • // LLM APIs (OpenAI, Anthropic)
  • // Sigma Computing
  • // Slack API
  • // Python · SQL
Journey

The journey, so far.

2020

Data Analyst

Ovative Group

Where it started.

SQLBigQueryTableauMarketing Analytics
2021

Data Analyst & PM

WITHIN Co

Found the product instinct.

dbtBigQueryMarketing Analytics
2022

Analytics Engineer

Sigma Computing

Joined Sigma. Built the foundation.

dbtSnowflakeAIGTMFinanceCustomer Success
2024

AI Applications Engineer

Sigma Computing

Created the role from scratch.

Agentic AIAI WorkflowsLLMsApps

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Systems

How the systems connect.

What I BuildHow I Build ItDataIntelligenceApps
Snowflake
Data warehouse
Python + SQL
Orchestration, ETL
Snowflake Cortex
Warehouse-native ML
LLM APIs
OpenAI, Anthropic
AI CRM
Deal Slack Ops
Sigma Apps
App platform
Slack Agents
Workflow automation
Claude Code
AI development environment
Skills
Prompt engineering at scale
Subagents
Specialist AI reviewers
Managed Agents
Production AI infra
Agent Teams
Multi-agent orchestration
Hooks
Deterministic safety
Rules
Architecture constraints
Work

Legacy CRM (deal management)Internal AI CRM — Deal Slack Ops

ONGOING2024–PresentSigma Computing

The legacy CRM is a $200B industry. We're building the replacement internally. This is Sigma's AI-native CRM suite — Deal Slack Ops is the first shipped app: Slack channels auto-created per opportunity, linked to account and deal context at creation.

SnowflakeSigmaSlack APILLM APIs

Pipeline intelligence + conversation analytics toolsGTM AI Stack $100K SaaS Replacement

PRODUCTION2023Sigma Computing · CMO · COO · CEO

Replaced external GTM SaaS platforms with warehouse-native AI systems built on Snowflake Cortex and LLM APIs. Outcome: $100K+ annual cost savings. Pipeline intelligence, forecasting narratives, lead enrichment, buyer-intent scoring, exec reporting automation.

Snowflake CortexLLM APIsSigmaSlack

Dependence on a single engineerInternal AI Frameworks + Playbooks

INFRASTRUCTURE2023Sigma Computing

Built reusable AI app frameworks and API-driven automation pipelines. Then documented them so non-engineering teams could build AI workflows without buying new SaaS. The goal: make the internal AI capability compounding, not dependent on a single engineer.

“The SaaS tools sitting on top of your data warehouse are the most replaceable software ever built. You already own the data. You're just renting the logic.”

GTM tools, RevOps platforms, FinOps dashboards — they're all doing the same thing: querying data you own and calling it a product. At Sigma, I've replaced that entire category, one contract at a time, with systems that cost less, do more, and don't have a renewal date.