Lily · AI Forward Deployed Engineer

Meet Lily. The AI engineer across your business.

Every agent knows its software. Lily knows the work.Enterprise software is filling up with agents. Lily works across the environment they create. She coordinates systems, agents, and people toward one outcome, builds what is missing, and keeps the work moving as the business changes.

Across the entire environment

Your business does not run inside one application.

A request begins in an inbox, customer context lives in CRM, pricing sits in ERP, inventory comes from another system, and approval belongs to a person. Agents trained inside one product can complete their part. Lily understands how all the parts must work together to produce the outcome.

  • 01

    Works across the stack

    Lily operates across ERP, CRM, inboxes, data, internal applications, and the agents inside them. No single software vendor becomes the center of the business.

  • 02

    Coordinates every participant

    Lily coordinates existing agents, the agents she builds, workflows, and people around a shared outcome. She knows what each can do, what context it needs, and when control should pass to the next participant.

  • 03

    Builds what is missing

    Where the existing software and agents stop, Lily builds the connectors, logic, interfaces, and workflows required to finish the work.

Not another software silo

Lily works for the business, not the application.

Software agents are naturally shaped by the products that created them. Lily begins somewhere else: with the way your business works. She can use the agents already available, connect what does not yet work together, or build what the workflow still lacks, without forcing the work into a single vendor's system. The systems keep doing what they do best. Lily keeps them working as one business.

Ask for the outcome

Describe what the business needs. Lily builds the system.

Start with the result: last month's sales report, every RFQ answered, every route rebalanced. Lily traces that outcome across systems, decisions, agents, and people, then builds and runs the software that makes it happen reliably, and hands back finished work with the highlights called out.

Visible by design

The environment changes. Lily changes with it.

The workflow is never static. A pricing rule changes, a new product appears, an approval policy moves, an API fails. Lily stays aware of the systems, permissions, agents, and policies around the work and adapts the software without losing the outcome. And every handoff is visible: which system supplied the data, which agent took an action, which rule produced a decision, and where a person approved it. When something fails, the business can see where and why.

  • Shared context

    Every participant works from the same current state, even when that state is spread across multiple systems.

  • Scoped authority

    Each system, agent, and person receives only the access needed for its part of the work.

  • Complete trace

    Every action and handoff is recorded from the initial request through the final business outcome.

Long-range execution

Built for work that takes days, not minutes.

Enterprise work does not fit inside a chat session. Lily carries the outcome across hours, days, systems, agent calls, failures, and human approvals. Checkpoints, retries, and orchestration keep the work moving until it is complete, and her memory carries the context forward, so work that spans a week picks up each morning exactly where it left off.

Controlled improvement

Every run makes the next one better.

Every action, exception, correction, and outcome is traced. Lily uses those traces to find where she or the workflow could perform better. Improvements are tested, reviewed by people, and added deliberately to how she works. InstaBrain carries what she learns about your business into the next run, so one correction can strengthen future work across the entire environment. She learns from the business without turning the business into an experiment.

Everything in the box

An engineer across your entire stack.

  • Learns how work moves across systems
  • Understands agents, tools, people, and permissions
  • Maintains shared context across the environment
  • Coordinates existing agents and builds what is missing
  • Runs multi-system work end to end
  • Carries state across long-running jobs
  • Routes judgment to the right person
  • Carries business knowledge forward through InstaBrain
Status & roadmap

Where Lily is headed

  1. NowShipped · v3.0.6

    A working engineer

    Lily as she works today: plain language in, finished work out, persistent memory, and end to end tracing of every session.

  2. NextIn progress

    Long-range coordination

    Durable sessions, checkpoints, and orchestration built for work that spans systems, approvals, and days.

  3. ThenIn research

    Learning across the environment

    Improvements proven across complete deployments, so one correction strengthens every workflow it touches.

  4. LaterPlanned

    Working with Lily directly

    A developer portal and a controlled workspace where your teams compose, test, and extend workflows themselves.

Lily embeds. And she stays.

Deploy the world's first AI Forward Deployed Engineer inside your business.