# Senior Product Manager | Integrations & AI Foundations (f/m/d)

[Bunch](https://gurify.com/jobs?q=Bunch) · Berlin · Posted today

Senior

[Product Manager](https://gurify.com/jobs/product-manager)

[AI & ML](https://gurify.com/jobs/ai-ml)

[Apply on the original posting → (opens in a new tab)](https://jobs.ashbyhq.com/bunch/e8f7920c-332c-4363-a1ef-dedb8351b461)

## Job description

bunch https://www.bunch.capital/ is building the backbone of private markets. We are enabling next-gen fund operations with one integrated system that combines secure data infrastructure, AI-powered workflows and expert fund services. If you value ownership, growth through real responsibility, and working with a thoughtful, ambitious team, this role might be for you.

### YOUR ROLE

As Senior Product Manager for Integrations & AI Foundations, you're the product owner for bunch's integration and AI platform. You have two kinds of customers: external developers and fund-manager teams connecting to bunch, and the internal product teams building on top of what this team provides.

Integrations & AI Foundations is a new platform squad. It owns the infrastructure that lets data move securely between bunch and other systems, and lets every other product team build AI capabilities — extraction, retrieval, agents and evaluations — without each one solving the same hard problems again.

### The team covers five connected areas:

- Integrations / API layer — API contracts, authentication, versioning and deprecation, rate limits, uptime and SLA, and a Developer Portal

- MCP layer — agent-callable tools built as thin wrappers over the same API contracts, including a customer-facing MCP offering

- Document Parsing — a reusable ingestion, decomposition and extraction pipeline, with human-in-the-loop review and accuracy monitoring

- Retrieval / RAG — chunking, embedding, vector store and retrieval, with access control enforced on every query, offered as a callable service

- AI Agentic Layer — the agent framework, memory, guardrails, evaluation harness, observability and agent registry other teams use to ship their own agents

Document extraction, agent workflows, evaluations and multi-provider model fallback under EU data residency are already in production.

Fund managers don't want to retype data that already lives in their own systems, and they want to pull their bunch data into their own tools and their own AI. Customers and prospects ask for APIs, CRM and accounting syncs, automated exports of capital accounts, and MCP access.

You'll turn those signals into a coherent platform: one that customers integrate with, and that our own product teams build on, instead of a string of one-off builds.

### You will:

- Set platform strategy and sequencing across the five areas: decide how to slice the work and what ships first

- Run APIs as a product: contracts, versioning and deprecation policy, rate limits, SLAs, Developer Portal and documentation, and time-to-integrate as a measure you actively drive down

- Define and launch the customer-facing MCP offering: which capabilities get exposed, tool descriptions that agents actually invoke correctly, and a security review gate for anything customers touch

- Generalise document parsing: the first use case is already live; your goal will be to take it over and generalise it so more teams can reuse its logic

- Shape retrieval and the agentic layer as services other teams consume, with access control, guardrails, evaluations and observability built in rather than bolted on

- Draw and hold ownership lines with domain teams. When a request doesn't map to a named responsibility, run the scoping conversation rather than absorbing it

- Own platform-wide policy with Engineering and Security: data classification and residency, LLM cost and rate governance, and an integration and extraction registry so nothing gets built twice

- Work directly with customers — fund managers, CFOs and their technical teams — and with Customer Success to understand integration needs, then turn them into platform decisions

- Define success through goals and key results and clear metrics per area: API uptime and SLA, time-to-integrate, MCP adoption, extraction accuracy, and reuse across teams.

### WHAT SUCCESS LOOKS LIKE

### In your first 90 days

- Resolve and document the MCP audience, governance model, and hand-off point between platform and domain teams

- Agree a plan and timeline for moving extraction from the existing team onto the shared pipeline

- Define a sequenced first slice, with baseline metrics for each area

### In your first year

- A versioned public API and Developer Portal that customers integrate with

- A customer-facing MCP offering live

- Multiple domain teams extracting from their documents on the shared pipeline, shipping an agent on the agentic layer, without having to run a separate vector store or having to rebuild extraction from scratch

### ABOUT YOU

- 6+ years in product management, with at least 3 on platform, API or developer-facing products in B2B SaaS

- You've shipped and run public APIs: REST or GraphQL, OAuth and other authentication patterns, versioning, deprecation, and docs developers actually like

- Hands-on experience shipping LLM features to production, whether extraction, RAG or agents. You understand evaluations, confidence scoring, failure modes and human-in-the-loop review, and can hold your own with Applied AI engineers on chunking, embeddings and model fallback

- Working knowledge of MCP or agent tool-use, and a clear view on what makes a tool safe and reliable for an agent to call

- Strong instincts for security and compliance with regulated data: access control, GDPR and data residency

- You lead through influence. You're comfortable with internal teams as customers and can say no, or not us, clearly and with reasons

- You write clearly and document decisions so others can build on them

### Nice to have

- Fintech, fund administration or private markets experience: capital calls, capital accounts, subscription documents, LP and portfolio reporting

- Experience in an EU-regulated environment

- You've built a Developer Portal or a partner integrations programme from zero

- You've moved a capability out of one team and into a shared platform without breaking either side

- Experience in a company moving from ops-led to product-led

### WORKPLACE & BENEFITS

- Customizable benefits package (wellbeing, sport, mobility, food, and more)

- 28 days of vacation, plus 2 company days and local public holidays

- Remote-flexible hybrid (3 days/week in office)

- Up to 6 remote calendar weeks a year

- A great tech and work setup

- Work with a diverse team of 120+ bunchies from 40+ countries, with leaders who are best-in-class in their domains

### HIRING PROCESS

1. First interview with the People team (30 min) – Get acquainted with bunch and explore alignment

2. Hiring Manager Interview with the VP of Product (60 min) – Discuss the role, your experience and your goals

3. Case Interview with Product & Design (60 min) – Demonstrate how you think, work and communicate, based on a small case shared beforehand

4. Final meetings with key stakeholders (3 x 30 min) – Learn more about the vision and discuss open questions

CURIOUS TO LEARN MORE?

Get a feel for who we are, how we work, and what we’re building:

- About bunch https://www.bunch.capital/about – Our mission, product, and journey so far

- Case Studies https://www.bunch.capital/case-studies – About those who already build on bunch

- Gathering insights https://www.bunch.capital/blog – Our latest bunch of blog posts

- Glossary https://www.bunch.capital/private-markets-glossary – Explore commonly used private market terms

### About bunch

bunch is building the operating infrastructure for the next generation of private markets. We combine AI-powered automation with deep regulatory expertise to replace fragmented spreadsheets and manual processes with one integrated platform across the fund lifecycle, purpose-built for private markets heading toward $32 trillion in Assets Under Management.

We've 4x our ARR in 2025, crossed 150 fund managers and 12,000 LPs on the platform, and just closed our $35M Series B in May 2026. We're looking for ambitious people who want real ownership of hard problems, and who care about building infrastructure that actually matters to the people using it.

____

At bunch, we're committed to an inclusive environment where diversity is valued and celebrated. We provide equal opportunities to all qualified applicants.

We process personal data in line with applicable laws (including GDPR). See our Privacy Policy https://www.bunch.capital/privacy-policy for details on your rights and how to reach us.

**Live in Bunch’s hiring system.** Read from the company's own applicant tracking system, not reposted from a job board — so it's a real, open requisition rather than an ad that outlived the role.

We remove it as soon as it disappears at source.

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Customers and prospects ask for APIs, CRM and accounting syncs, automated exports of capital accounts, and MCP access.\u003C/p\u003E\u003Cp\u003EYou\u0026#39;ll turn those signals into a coherent platform: one that customers integrate with, and that our own product teams build on, instead of a string of one-off builds.\u003C/p\u003E\u003Ch3\u003EYou will:\u003C/h3\u003E\u003Cul\u003E\u003Cli\u003ESet platform strategy and sequencing across the five areas: decide how to slice the work and what ships first\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003ERun APIs as a product: contracts, versioning and deprecation policy, rate limits, SLAs, Developer Portal and documentation, and time-to-integrate as a measure you actively drive down\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EDefine and launch the customer-facing MCP offering: which capabilities get exposed, tool descriptions that agents actually invoke correctly, and a security review gate for anything customers touch\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EGeneralise document parsing: the first use case is already live; your goal will be to take it over and generalise it so more teams can reuse its logic\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EShape retrieval and the agentic layer as services other teams consume, with access control, guardrails, evaluations and observability built in rather than bolted on\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EDraw and hold ownership lines with domain teams. When a request doesn\u0026#39;t map to a named responsibility, run the scoping conversation rather than absorbing it\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EOwn platform-wide policy with Engineering and Security: data classification and residency, LLM cost and rate governance, and an integration and extraction registry so nothing gets built twice\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EWork directly with customers \u2014 fund managers, CFOs and their technical teams \u2014 and with Customer Success to understand integration needs, then turn them into platform decisions\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EDefine success through goals and key results and clear metrics per area: API uptime and SLA, time-to-integrate, MCP adoption, extraction accuracy, and reuse across teams.\u003C/li\u003E\u003C/ul\u003E\u003Ch3\u003EWHAT SUCCESS LOOKS LIKE\u003C/h3\u003E\u003Ch3\u003EIn your first 90 days\u003C/h3\u003E\u003Cul\u003E\u003Cli\u003EResolve and document the MCP audience, governance model, and hand-off point between platform and domain teams\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EAgree a plan and timeline for moving extraction from the existing team onto the shared pipeline\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EDefine a sequenced first slice, with baseline metrics for each area\u003C/li\u003E\u003C/ul\u003E\u003Ch3\u003EIn your first year\u003C/h3\u003E\u003Cul\u003E\u003Cli\u003EA versioned public API and Developer Portal that customers integrate with\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EA customer-facing MCP offering live\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EMultiple domain teams extracting from their documents on the shared pipeline, shipping an agent on the agentic layer, without having to run a separate vector store or having to rebuild extraction from scratch\u003C/li\u003E\u003C/ul\u003E\u003Ch3\u003EABOUT YOU\u003C/h3\u003E\u003Cul\u003E\u003Cli\u003E6\u002B years in product management, with at least 3 on platform, API or developer-facing products in B2B SaaS\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EYou\u0026#39;ve shipped and run public APIs: REST or GraphQL, OAuth and other authentication patterns, versioning, deprecation, and docs developers actually like\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EHands-on experience shipping LLM features to production, whether extraction, RAG or agents. You understand evaluations, confidence scoring, failure modes and human-in-the-loop review, and can hold your own with Applied AI engineers on chunking, embeddings and model fallback\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EWorking knowledge of MCP or agent tool-use, and a clear view on what makes a tool safe and reliable for an agent to call\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EStrong instincts for security and compliance with regulated data: access control, GDPR and data residency\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EYou lead through influence. You\u0026#39;re comfortable with internal teams as customers and can say no, or not us, clearly and with reasons\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EYou write clearly and document decisions so others can build on them\u003C/li\u003E\u003C/ul\u003E\u003Ch3\u003ENice to have\u003C/h3\u003E\u003Cul\u003E\u003Cli\u003EFintech, fund administration or private markets experience: capital calls, capital accounts, subscription documents, LP and portfolio reporting\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EExperience in an EU-regulated environment\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EYou\u0026#39;ve built a Developer Portal or a partner integrations programme from zero\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EYou\u0026#39;ve moved a capability out of one team and into a shared platform without breaking either side\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EExperience in a company moving from ops-led to product-led\u003C/li\u003E\u003C/ul\u003E\u003Ch3\u003EWORKPLACE \u0026amp; BENEFITS\u003C/h3\u003E\u003Cul\u003E\u003Cli\u003ECustomizable benefits package (wellbeing, sport, mobility, food, and more)\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003E28 days of vacation, plus 2 company days and local public holidays\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003ERemote-flexible hybrid (3 days/week in office)\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EUp to 6 remote calendar weeks a year\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EA great tech and work setup\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EWork with a diverse team of 120\u002B bunchies from 40\u002B countries, with leaders who are best-in-class in their domains\u003C/li\u003E\u003C/ul\u003E\u003Ch3\u003EHIRING PROCESS\u003C/h3\u003E\u003Cp\u003E1. First interview with the People team (30 min) \u2013 Get acquainted with bunch and explore alignment\u003C/p\u003E\u003Cp\u003E2. Hiring Manager Interview with the VP of Product (60 min) \u2013 Discuss the role, your experience and your goals\u003C/p\u003E\u003Cp\u003E3. Case Interview with Product \u0026amp; Design (60 min) \u2013 Demonstrate how you think, work and communicate, based on a small case shared beforehand\u003C/p\u003E\u003Cp\u003E4. Final meetings with key stakeholders (3 x 30 min) \u2013 Learn more about the vision and discuss open questions\u003C/p\u003E\u003Cp\u003ECURIOUS TO LEARN MORE?\u003C/p\u003E\u003Cp\u003EGet a feel for who we are, how we work, and what we\u2019re building:\u003C/p\u003E\u003Cul\u003E\u003Cli\u003EAbout bunch https://www.bunch.capital/about \u2013 Our mission, product, and journey so far\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003ECase Studies https://www.bunch.capital/case-studies \u2013 About those who already build on bunch\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EGathering insights https://www.bunch.capital/blog \u2013 Our latest bunch of blog posts\u003C/li\u003E\u003C/ul\u003E\u003Cul\u003E\u003Cli\u003EGlossary https://www.bunch.capital/private-markets-glossary \u2013 Explore commonly used private market terms\u003C/li\u003E\u003C/ul\u003E\u003Ch3\u003EAbout bunch\u003C/h3\u003E\u003Cp\u003Ebunch is building the operating infrastructure for the next generation of private markets. 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