Use cases

Built for AI workflows that matter.

Thirteen workflows companies already run, across sales, operations, HR, engineering, research and compliance. Each one is decomposed to the cent, and each one hides most of its cost.

Research

Earnings call analysis with RAG

Ingest 50-200 transcripts per cycle, run analyst Q&A against them with context stitched from a vector index.

per run$1.14
per year$68k
unattributed73%
Research

Market research synthesis (agentic loop)

Multi-source research agent that autonomously browses, retrieves, and synthesizes a structured sector brief.

per run$5.51
per year$83k
unattributed51%
Compliance

Regulatory filing review

10-K, prospectus, and fund-doc review using a long-context model to extract risk factors, covenants, and material changes.

per run$0.84
per year$13k
unattributed62%
Research

Portfolio monitoring and signal generation

Recurring agentic run across multiple tickers - news, filings, macro data - producing structured trade signals with compounding history.

per run$0.65
per year$16k
unattributed64%
Research

Deal and investment memo generation

Structured investment memo from 20-50 source documents - CIM, financials, management decks, diligence notes - with citation-backed sections.

per run$5.45
per year$25k
unattributed58%
Operations

News and filing alert triage

High-frequency classification and summarization of news and SEC filings into structured alerts routed by materiality tier.

per run$0.021
per year$21k
unattributed61%
Compliance

Counterparty and KYC document review

Bulk ingestion of counterparty packs, ownership structures, and AML docs with redundant retrieval patterns typical of compliance workflows.

per run$0.82
per year$6.6k
unattributed69%
Knowledge

Internal research chatbot over fund knowledge base

Analyst chat interface over a RAG index of internal research notes, models, and meeting transcripts with multi-turn conversation history.

per run$0.69
per year$43k
unattributed66%
Sales

Sales proposal and RFP response generation

Draft a branded, on-message commercial proposal from Salesforce opportunity data and a Box library of past decks, with citation-backed sections.

per run$0.77
per year$15k
unattributed50%
Operations

Meeting summarization and action-item routing

Turn Zoom, Google Meet, and Teams transcripts into structured summaries and route action items into Slack and Salesforce automatically.

per run$0.063
per year$8.4k
unattributed50%
HR

HR and benefits helpdesk chatbot

Employee-facing chat over Workday data and policy docs, answering PTO, benefits, payroll, and policy questions inside Slack or Teams with multi-turn memory.

per run$0.58
per year$13k
unattributed67%
Sales

CRM hygiene and opportunity enrichment agent

A scheduled agent that reads meeting notes, emails, and market data, then updates Salesforce opportunities - filling fields, advancing stages, and flagging stale deals.

per run$0.53
per year$13k
unattributed59%
Engineering

Agentic coding assistant for engineers

An in-IDE and CI coding agent that reads the repo, writes and edits code, runs tests, and opens PRs - iterating until the task is green.

per run$1.35
per year$68k
unattributed57%
Method: token volumes are modelled from documented workflow structures and priced at published provider rates, July 2026. These are not client figures. Your first report uses your own workflows.

Understand every AI dollar.

Book a demo to see how Firedog attributes every AI request across your organization, and what your leadership team can do with the data.