Sókrates Business Plan Deduplication and Consistency Audit
Summary
A systematic review and remediation process applied to the Sókrates business plan to eliminate redundant content, resolve conflicting data points, and establish canonical homes for key metrics. The audit reduced the document by approximately 700 words (final count: 22,565 words) while increasing information density and ensuring architectural descriptions are centralized.
Details
The audit was initiated to address “Tier 1” verbatim duplicates, “Tier 2” restated data points with different framing, and “Tier 3” overlapping narratives within the 80+ page business plan. The process utilized parallel AI agents to scan the document through different lenses to identify inconsistencies in revenue projections, customer targets, and technical descriptions.
Data Inconsistency Remediation
The audit identified and resolved several critical discrepancies across different sections of the plan:
- Addressable Market: Standardized the Icelandic SME floor to 300–500 companies (correcting instances that cited 250–500).
- Revenue Projections: Aligned Year 1 (Y1) revenue targets to ISK 120–160M across all sections, resolving a “base case” ceiling drop to 140M in the financial scenarios.
- Annual Contract Value (ACV): Standardized Y2 ACV at ISK 9–10M and Y3 at ISK 10–12M.
- Customer Counts: Fixed the Y1 target at 30–40 customers, removing point estimates (e.g., “35 by month 12”) that conflicted with the range.
- First Hire Role: Resolved a conflict between Section 6.4 (calling for a “technical delivery” hire) and Section 7.1 (calling for “customer support and workspace maintenance”). The role was clarified as a support and maintenance specialist.
Structural Consolidation
The remediation strategy moved away from repeating complex technical or market arguments, instead establishing “canonical homes” for specific concepts:
- Architecture: Descriptions of the two-layer delivery architecture (OpenClaw and the intelligence layer), the Grimoire tech stack (Neo4j, Voyage AI, FastAPI, MCP), and the “bit-identical” NixOS fleet properties were consolidated into Section 4. Other sections (e.g., Section 7.3) were updated to use brief 1-2 paragraph summaries with explicit cross-references (e.g.,
see §4.4). - The Basis: The description of the “basis”—the tier-validated knowledge base of deployment principles—was centralized in Section 4.2. Redundant descriptions in Section 3.4 regarding the compounding value of the basis were compressed to focus on the defensibility argument while referencing the technical details in Section 4.
- Market Statistics: Statistics from Hagstofa regarding AI adoption gaps (48%/14%/25%/12%) and Swedish expertise barriers (74.7%) were centralized in the market analysis sections, with secondary mentions stripped of verbatim repetition.
Execution and Tooling
The audit was managed via sokrates-ctl and just task runners. The final document was recompiled using the just bp command, resulting in a 1,069-line Markdown file. During the process, a git stash conflict involving Biome-formatted component files was resolved by accepting the formatted versions (--theirs) to maintain linting standards across the repository.