The strategic intent layer for AI agents
Your agents ship fast. Do they ship the right thing?
Built for software companies from seed to Series B with 5 to 100 engineers shipping 10+ agent PRs a day. Helen's Foundry gives every agent the live strategic picture, and checks that each PR is tied to a ratified decision before it merges.
The chain behind one ticket
The problem in practice
Your agent followed the ticket. The ticket followed an obsolete decision.
The implementation can be correct while the premise behind it is stale. Code review rarely includes the current decision chain.
One stale-premise scenario
01 · Monday
The decision changes
The team ratifies an enterprise-first strategy.
02 · Wednesday
The ticket stays active
An existing ticket still targets self-service growth.
03 · Thursday
The PR looks right
An agent follows the ticket. The implementation is clean, and every test passes.
04 · Daily sweep
Helen raises a finding
Helen flags the ticket: it contradicts the strategy the team ratified on Monday.
The problem is not bad code. The ticket is clear, but the premise behind it is no longer current.
Who it's for
Built for agent-heavy software companies
Helen's Foundry is in early access for software companies from seed to Series B with 5 to 100 engineers shipping 10+ agent PRs a day.
seed to Series B software companies
Your 5 to 100 engineers ship with agents every day.
Your agents produce enough code that context and review no longer travel at the same speed. Helen's Foundry connects each task and PR to the current decisions above it, so the team catches drift before it compounds.
- 10+ agent PRs a day across the engineering team
- Claude, Codex, Cursor, or another MCP-capable workflow
- Strategy and product decisions that change faster than implementation context
CTOs & VPs of Engineering
Agent throughput has become an executive control problem.
Helen's Foundry lets the engineering leader increase agent throughput without making senior reviewers reconstruct the premise behind every change. The GitHub check shows whether the work serves a ratified decision, not only whether the code passes.
- Senior review load rising with agent-generated code volume
- Rework caused by stale, duplicated, or unsupported premises
- AI spend growing without a defensible measure of aligned output
What changes in your workflow
Keep your tools. Make the decision chain explicit.
Helen works with your existing documents, tickets, repositories, and coding agents. Start with one repository and one product area.
01
Draft the decision chain
Your agent uses existing documents, issues, repository context, and work history to draft the initial context chain.
02
Ratify material premises
An authorized person ratifies the current strategies, goals, and constraints.
03
Give agents linked work
Each agent receives the ticket, its current decision chain, open findings, and specifications.
04
Check the result
The GitHub check shows which decisions each PR serves and holds it when one is not ratified. Findings go to Reconcile, where a human chooses an action.
What your team adopts
Ratify material premises and connect execution to them. Keep your tracker and start with one workstream.
What you get
Catch it when it breaks
The chain is only half of it. Helen's Foundry watches your work against that chain, from strategy down to the pull request, and flags work that no longer fits.
01 · After every change
Drift, surfaced as a finding
Helen's Foundry checks the chain after changes and in a daily sweep. It flags work that no longer fits: a goal that contradicts the strategy above it, a goal with no work built beneath it, or a plan that has not been updated while its work changes. You review each finding and decide what matters.
Helen:This strategy commits to enterprise-only, while the goal beneath it targets self-serve growth. The two pull in opposite directions. (82% confidence)
02 · On the pull request
The decision chain, where you review
Every check lands as a sticky comment on the PR: which artifacts the change serves, the specifications that apply to it, and any premise that still needs ratification. Your reviewers see the decisions behind the change, inline.
Coherence checks
24 ways work drifts from intent
Helen's Foundry ships a growing catalog of strategic-coherence checks, from plain structural rules to AI judgment and embedding geometry. Each detector page cites the research it draws on. Every check raises a finding you can reconcile.
Pure rules over the context chain: owners, links, priorities, lifecycle fields.
- Stale Premise
Active work still builds on an artifact above it that was abandoned, marked obsolete, or marked a duplicate.
Stranded By Closure
Open work sits under a parent that completed or migrated, so the artifact needs to close or move to an active parent.
Coordination Collision
Two in-flight artifacts under the same parent have different owners working on them at the same time.
Lifecycle Contradiction
An artifact's status fields disagree with each other, such as a closed artifact with no closure reason or an open artifact with a closure reason.
Duplicate Singleton
More than one open, unarchived artifact exists for a type that allows only one in the workspace, such as mission, vision, or strategy.
Coverage Gap
An active persona or problem has no active project, requirement, or story linked to it.
- Execution Context Gap
Active stories in a project or requirement are not linked to both an active persona and an active problem. Link the shared project or requirement so its stories inherit the context.
Unowned Work In Flight
Work that is in progress or in review has no owner assigned.
No Prime Goal
The workspace has several top-level goals or strategies with no shared parent above them, so work below them can point in competing directions.
Decomposition Gap
A mission, vision, strategy, goal, or domain model has children, but no execution artifacts beneath it.
Priority Vacuum
Work that is in progress or in review has no priority set, so you cannot rank it against other in-flight work.
Missing Accountable Owner
A committed strategy or goal has no owner accountable for its outcome.
Resource Misallocation
A goal or strategy has urgent work beneath it, but no work under it has an owner assigned.
Time-aware: staleness, validation windows, plans frozen against churn.
Zombie Project
An active project has only closed work and has not been updated recently.
No one stands behind this
A committed artifact lacks current human ratification, or its validation is missing or past its expected window.
Plan-of-Record Staleness
Work below a strategy or goal keeps changing while the plan itself has not been updated.
An AI reviewer judges a pair of items: contradiction or duplication.
Semantic Contradiction
Two related artifacts appear to state conflicting goals or directions.
Redundant Overlap
Two artifacts in different places appear to state the same intent, creating duplicate records.
- Chain Contradiction
A child artifact's intent appears to conflict with the parent artifact above it.
Copy-Paste Cascade
A child artifact appears to repeat its parent instead of breaking the work into a specific step.
Embedding geometry flags incoherent sibling work.
Horizontal Incoherence
The children of a strategic artifact pull in unrelated directions instead of supporting one shared purpose.
An AI reviewer judges a single item against its surrounding context.
Orphaned Metric
A goal or strategy states a measurable target, but no work below it addresses that target.
Artifact quality
The artifact fails its type, writing, or specification rubric. Grades and suggested revisions explain what needs attention.
A workspace-wide aggregate signal, not a single-item conflict.
Portfolio Distribution Anomaly
Work under a parent is concentrated by priority or branch, or has no priority set. Check whether this distribution matches your priorities.
Built for AI agents
Your agents, with the full picture
Start onboarding in Claude, Codex, or another MCP client. Ask it to use the repository, issues, PR history, existing documents, and working-session context it can already access to draft the initial context chain through Helen's MCP tools. Your team ratifies the material decisions; every connected agent then loads the live context for its work instead of reconstructing it.
https://hf.dev/api/mcp/w/{workspace-id} 30 tools- activity_feed_list
- artifacts_search
- workspace_external_references_list
- artifacts_history
- external_references_list
- artifacts_create
- artifacts_set_parent
- links_add
- pending_actions_create
- signal_members_list
- artifact_types
- members_list
- workspace_summary
- chain_get
- pr_report_get
- artifacts_delete
- artifacts_suggest_parents
- links_list
- pending_actions_list
- signals_list
- artifacts_list
- workspace_audit
- artifacts_get
- docs_get
- workspace_external_reference_get
- artifacts_update
- demand_context_get
- links_remove
- reconcile
- send_feedback
Shipping with Claude Code? Connecting is one command:
claude mcp add --transport http helens-foundry https://hf.dev/api/mcp/w/{workspace-id} Any MCP client can connect. Your workspace's exact URL is on Settings > MCP clients once you're in.
Plugs into the tools you already use
Helen's Foundry speaks MCP and ships first-party connectors, so your agents and your team reach the same workspace context from wherever they already work.
- GitHub
- Anthropic
- Linear
- Notion
- Figma
- Slack
- Discord
- Sentry
- Any MCP client
An editor for your thinking, not your prose
Helen is the AI built into Helen's Foundry. She doesn't improve your writing, she interrogates your reasoning.
This strategy commits to enterprise-only, but the goal beneath it doubles self-serve signups. These two conflict.
-
She shows you the conflict instead of rewriting your work. She checks your thinking, not your grammar.
-
She reads the whole context chain, so she catches when one artifact quietly contradicts another.
-
Every finding she raises is logged, so the reasoning behind a decision outlives the decision.
The team building Helen's Foundry
A two-person founding team shipping the strategic intent layer for AI agents.
Founder & CTO
Justin Poehnelt
Founder & CEO
Ashley Maguire
Get early access
Free for now. Rough around the edges.
Helen's Foundry is invite-only early access. It's free for early design partners for a limited time, it's rough, and your feedback shapes what ships next. Join the waitlist and we'll set up your workspace and send you a link.
Prefer email? Reach us at hello@helensfoundry.com directly.
- Free
- For early design partners, for a limited time.
- Rough
- Real value, but expect rough edges.
- Yours
- Your feedback shapes what ships next.
Linked to
ticketProrate seat additions on annual plansticketProrate seat additions on annual plansprojectSeat-based billingRatify Usage pricing for mid-market to clear the neutral check.