Toolmill Briefswhat companies are building, read from their hiring

Company brief · updated 2026-10-19

Prodigal

prodigaltech.com · Fintech

14open roles
3new in 30 days
0closed in 30 days
0remote-eligible
steadyhiring velocity

What they're building

AI agents expanding beyond loan servicing into originations, document processing and back-office workflows moderate signal

Today: "The AI agent for loan servicing and collections"

Roles: Forward Deployed Engineer - AI Agents (Engineering, Mumbai) · Forward Deployed Engineer - AI Agents (Solution Engineering, Bengaluru) · Agent Engineer (Engineering, Mumbai) · AI Deployment Lead (Bengaluru)

Requirements mention: LLM-powered AI agents · production LLM systems / AI agents · agent tooling · distributed systems

Inference: the company says in nearly every posting that its agents are expanding into originations, document processing and back-office workflows. The requirements are general agent and LLM skills, not ones specific to those areas, so this reflects stated direction rather than role-specific evidence.

Voice AI agents for live financial conversations (proAgent) strong signal

Today: "The AI agent for loan servicing and collections"

Roles: Applied AI Engineer (Applications, Bengaluru) · AI Deployment Lead (Bengaluru) · AI Deployment Lead (Mumbai)

Requirements mention: real-time voice pipeline · streaming audio · WebRTC · VAD tuning · proAgent · voice AI agents

Inference: they are staffing engineering and customer deployment work on proAgent, their existing voice agent for live calls, with a focus on real-time audio quality.

Customer deployment and onboarding of AI agents into client systems moderate signal

Today: "Easy integrations to onboard you within weeks."

Roles: AI Deployment Lead (Mumbai) · AI Deployment Lead (Bengaluru)

Requirements mention: telephony dialer · payment gateways · payment processors · CRM systems · integration spec · manage 3rd party vendors

Inference: they are staffing onboarding work to connect agents to clients' telephony, payment and CRM systems.

US sales capacity for the platform moderate signal

Today: "Purpose-built for consumer finance"

Roles: Business Development Representative - US Market (Marketing, Mumbai) · Account Executive (Sales, Mountain View, California)

Requirements mention: outbound prospecting · cold call · Mid-Market Sales · consumer finance · collections

Inference: they are adding one US prospecting role (based in Mumbai) and one closing role (Mountain View, $200k-$280k OTE + ESOPs) aimed at mid-market consumer finance and collections buyers.

Internal data pipelines and operations analytics weak signal

Today: Postings describe the connected AI platform financial institutions use to run their operations

Roles: Data Engineer (Analytics, Bengaluru) · Strategy and Operations Analyst (Analytics, Bengaluru) · Strategy and Operations Lead (Analytics, Bengaluru)

Requirements mention: PySpark · dbt · dimensional modeling · star schemas · experimentation frameworks · A/B tests

No inference: the evidence is weak, and the Strategy and Operations Lead posting has been open since 2024-03.

Where the headcount is going

DepartmentOpen
Customer Success3
Analytics3
Engineering2
Marketing2
Solution Engineering1
Data Science and Machine Learning1
Sales1
Applications1

Of 14 open roles, 6 are technical build roles spread across Engineering, Solution Engineering, Applications, Data Science and ML, and Analytics, and 3 are in Customer Success. US go-to-market hiring is small: one Account Executive plus one BDR that sits under Marketing. 13 of the 14 roles are in Mumbai or Bengaluru.

Who they need

Seniority: 8 mid, 3 junior, 2 senior, 1 intern.

Skills named most: Python, SQL, LLMs, prompt engineering, AI agents, voice agents, RAG, evaluation frameworks, Databricks, MongoDB, APIs, dbt

Locations: Mumbai (7), Bengaluru (6), Mountain View, California (1). No remote roles listed.

How to use this

If you're applying: Most roles are engineering, deployment and analytics roles in Mumbai and Bengaluru, with none remote. Check the fit lines against the listed Python, SQL and LLM requirements before applying. The only US role is the Mountain View Account Executive.

If you're selling or recruiting: Hiring centres on agent engineering, voice agents (proAgent) and customer deployment in Mumbai and Bengaluru, plus a small US sales team. 3 roles opened in the last 30 days and none closed. Three roles have been open since 2024 or early 2025 (Strategy and Operations Lead, Agent Engineer, Customer Success Manager), which may mean they are hard to fill.

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Open roles (14)

TitleDepartmentLocationPosted
Forward Deployed Engineer - AI AgentsEngineeringMumbai2026-10-08
AI Deployment Lead (Bengaluru)Customer SuccessBengaluru2026-10-07
Forward Deployed Engineer - AI AgentsSolution EngineeringBengaluru2026-10-07
Data EngineerAnalyticsBengaluru2026-09-03
Content Marketing InternMarketingMumbai2026-09-01
Business Development Representative - US MarketMarketingMumbai2026-09-01
Machine Learning EngineerData Science and Machine LearningMumbai2026-08-11
Account ExecutiveSalesMountain View, California2026-07-30
Applied AI EngineerApplicationsBengaluru2026-03-09
AI Deployment LeadCustomer SuccessMumbai2026-03-02
Strategy and Operations AnalystAnalyticsBengaluru2026-02-09
Customer Success ManagerCustomer SuccessMumbai2025-03-10
Agent EngineerEngineeringMumbai2025-02-13
Strategy and Operations Lead AnalyticsBengaluru2024-03-20