Turn Product Data Into Draft PRDs
Adaptive gives product-engineering agents scoped, policy-bound access to database schemas, application logs, metrics, runbooks, environments, and scale profiles — so the PRDs they draft are grounded in how the system actually behaves, not what someone remembers. You write the prompts and workflows; Adaptive provides the harness, tools, MCP registry, networking, and guardrails.
Most PRDs are written from memory: a half-remembered funnel, a stale architecture diagram, last quarter's dashboard. Agents that could close this gap need to read the real signals — the schema that shapes the domain, the logs that reveal failure modes, the metrics that show where users actually drop off, the processes that already exist, the environments the feature will ship into, and the scale the system must sustain. Handing an agent that level of access without scoping means it inherits production credentials, PII in logs, and every table in the warehouse — and every draft it writes becomes a new exfil path.
A useful product-engineering agent needs to answer questions like: which tables already model this entity, which endpoints are hot on the current traffic profile, which errors dominate the last thirty days, which environments this feature must light up in, and how the system behaves at peak scale. Every one of those questions reaches into a sensitive data plane. Without task-bound scoping, redaction at the source, and a signed audit trail, the agent that drafts a better PRD is also the one that leaks the business.
Grounded PRDs from scoped access to schema, logs, metrics, process, environments, and scale
Adaptive provides the harness, tools, MCP registry, networking, and guardrails — the agent is bound to a single feature brief and exposed to exactly the data surfaces it needs: a read-only schema view, a redacted log slice, a metrics window, the runbooks for the affected service, the environment manifest, and the scale profile for the traffic it must handle. You provide the prompts and workflows. Credentials are ephemeral, PII is stripped at the connector, and every artifact the agent produces is signed with the session identity.
How Adaptive helps
Schema-Aware Drafting
Agents read the live database schema — tables, columns, relationships, constraints — through a read-only, policy-filtered view. PRDs reference the domain as it actually exists, so proposed changes name real entities and surface the migrations a feature will require.
Connect Postgres, MySQL, or your warehouse as a read-only schema source. Restrict access to non-sensitive columns; mask PII columns so the agent sees shape without values.
Redacted Log and Metric Access
Expose application logs and metrics through connectors that strip PII, secrets, and customer identifiers before the agent sees a single line. The agent learns which errors dominate, which endpoints are hot, and where users drop off — without ever touching raw identifiers.
Point Adaptive at your logging and metrics backends. Define redaction rules per source; agents query error rates, p95 latency, and funnel drop-off against redacted views only.
Process and Runbook Context
Give the agent the runbooks, on-call notes, and incident post-mortems for the services the feature will touch. PRDs that emerge account for existing processes — deploy windows, migration playbooks, rollback paths — instead of inventing new ones that conflict.
Index Notion, Confluence, or your runbook store as a scoped retrieval source. Bind retrieval to the feature brief so unrelated process docs stay invisible.
Environment and Scale Profiles
Expose the environment manifest — dev, staging, regional prods, tenanted deployments — and the scale profile the feature must sustain: current traffic, peak, growth curve. The agent drafts rollout plans, capacity asks, and feature-flag strategies that match the system the team actually runs.
Wire environment inventories and traffic dashboards as read-only sources. Agents cite specific environments and load numbers in PRDs; no raw access to production control planes.
Task-Bound Credentials and Signed Artifacts
Every agent session is scoped to one feature brief. Credentials expire at session end, writes land as draft PRDs or Notion pages signed with the session identity, and nothing — draft, prompt, or tool call — leaves the perimeter without policy sign-off.
Write the prompts and workflows that drive the agent. Configure per-brief scopes in Exo for schema, logs, metrics, process, and environment sources. Stream session audit trails to your SIEM; flag any agent that reads outside its brief even when the read is blocked.
Contain the chaos.
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SOC2 Type II
