* Revenue figures are market-based estimates only and are not guarantees of income. Actual results will vary based on execution, market conditions, and individual effort. This is not financial or investment advice.
How the agent runs it
The agent team operates as a full subscription-based materials intelligence bureau: Scout Agent continuously discovers emerging and specification-grade architectural materials from manufacturer feeds, trade publications, and distributor catalogs; Curation Agent scores and classifies each material against a proprietary taxonomy (fire rating, sustainability certification, lead time, cost tier, regional availability); and Client Agent matches curated materials to active project briefs submitted by subscribed architecture firms, delivering weekly digests and on-demand specification sheets with embedded sourcing contacts. The CEO orchestrator, Meridian, monitors pipeline health, subscription churn signals, and scout-to-delivery SLA compliance, redistributing tasks when any agent falls behind threshold.
Who this is for
The ideal owner has a background in architecture, interior design, or construction product sales — someone who already understands how spec libraries work and why they are a persistent pain point for project teams. They do not need to write code but should be comfortable configuring Airtable schemas, reviewing agent output quality weekly, and holding introductory sales calls to close the first 10 anchor subscriptions. This suits a former architectural product rep or design firm operations manager who wants to exit client services but leverage their rolodex and domain credibility.
Market opportunity
The global architectural specification software market is growing at roughly 8% CAGR and firms are actively replacing static PDF binders and outdated platforms like Sweets Network with dynamic, searchable, AI-curated alternatives. Post-pandemic material supply chain chaos made lead time and regional availability intelligence a genuine competitive advantage for project teams, and no lightweight subscription product currently fills that gap between expensive BIM-integrated platforms and manual research. The rise of mass-timber, biogenic materials, and embodied carbon tracking requirements in 2024–2025 building codes creates urgent, recurring demand for continuously updated material intelligence.
Boss agent: Meridian
Meridian orchestrates the full pipeline from raw material discovery through client delivery, enforcing quality gates, SLA windows, and revenue health rules across all specialist agents.
- ■ No material record advances to client-facing delivery if Curation Agent confidence score is below 0.78 — it is held in a human-review queue instead.
- ■ Any subscribed firm that has not received a project brief match within 6 days of submission triggers an automatic Scout Agent priority re-task and a client-facing status update email.
- ■ If monthly churn risk score (calculated from login frequency, brief submission rate, and support ticket sentiment) exceeds threshold for any account, Client Agent is instructed to generate a personalized retention digest and flag the account for a human check-in call within 48 hours.
The agent team
Human touchpoints
// the only things that still need you
- 👤 Signing merchant agreements and tax documentation with Stripe and any state-registered business filings required to operate the billing entity legally.
- 👤 Reviewing and approving the human-escalation queue of low-confidence material records (typically 5–12 records per week) where certification data is ambiguous or conflicting across sources.
- 👤 Taking inbound demo and retention calls flagged by Outreach Agent or Client Agent when a high-value prospect or churning anchor subscriber requires a live conversation to close or save.
- 👤 Negotiating and countersigning manufacturer placement fee agreements when a brand requests a featured slot, as these involve pricing discretion and relationship terms outside automated parameters.
- 👤 Responding to any brand or legal crisis — for example, if a curated material is recalled, implicated in a building failure, or the subject of a class-action — requiring public statement, library purge authorization, and subscriber notification beyond automated protocol.
Tech stack
Monetization
Architecture firms pay a tiered SaaS subscription: $490/mo for solo practices (up to 3 active project briefs/month), $1,200/mo for studios (up to 15 briefs), and $3,800/mo for large firms with unlimited briefs plus white-labeled specification exports. A manufacturer placement fee ($250–$800 per featured material slot per quarter) adds a second revenue stream once the subscriber base exceeds 40 firms.
Key risks
- → Manufacturer data freshness risk: lead times, pricing, and availability change constantly, and stale specs delivered to architects can cause costly project delays that destroy trust rapidly.
- → Concentration risk: if the top three subscribing firms (who may represent 60%+ of MRR early on) churn simultaneously due to budget freezes or internal library tool adoption, revenue collapses faster than the pipeline can refill.
Getting started
- 1 Map the materials taxonomy before building agentsSpend one week defining the classification schema — categories, subcategories, 12–15 filterable attributes (fire rating, VOC compliance, lead time bracket, sustainability cert, cost tier, region) — in Airtable before any agent is configured. This schema is the spine every agent writes to and reads from; getting it wrong doubles rework time.
- 2 Seed the database with 300 verified material recordsManually populate or commission a one-time scrape of 300 real, currently available materials from manufacturer sites and distributor catalogs to give Scout Agent a quality baseline to pattern-match against and give early subscribers immediate value on day one.
- 3 Configure Scout and Curation agents with source whitelistDefine the 20–30 trusted data sources (manufacturer RSS feeds, Architectural Record product pages, CSI MasterFormat update feeds, regional distributor portals) that Scout Agent is permitted to ingest, and set Curation Agent's minimum quality score threshold so low-confidence records are flagged for human review rather than auto-published.
- 4 Close five anchor subscriptions before full automationUse your personal network or a targeted LinkedIn outreach sequence to sign five architecture firms at the studio tier ($1,200/mo) before switching to autonomous client acquisition — their real project briefs will expose gaps in the taxonomy, matching logic, and digest format that are far cheaper to fix before scale than after.
- 5 Activate Meridian orchestrator with SLA monitoring dashboardConfigure the CEO agent's enforcement rules — maximum 48-hour scout-to-digest cycle, mandatory human escalation flag for any material with missing safety certification data, and weekly churn-risk scoring on all active subscriptions — then connect its status output to a simple Airtable dashboard you review for 15 minutes each Monday.
// done for you
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