Context for every line of code your
team ships.
Context for every line of code your
team ships.
DarcyIQ captures what was promised in pre-sales, turns it into structured requirements, and pipes that context straight into Cursor, Claude Code, and Windsurf.
Build it right the first time.
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YOUR CUSTOMER.
DARCY DOES.
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YOUR CUSTOMER.
DARCY DOES.
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Model Context Protocol
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DarcyIQ turns calls, decks, SOWs and contracts into evolving project specs, requirements — with citation for each.
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LESS REWORK
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MORE SHIPPED RIGHT
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Customer expectations
Summary
Implements PI-104: adds the third Global Secondary Index covering the equipment-history access pattern Helen described in the discovery call. Schema changes preserve on-demand capacity to honor the predictable-cost commitment ( E2 ). Includes an idempotent backfill script with dry-run support, the new /equipment/{id}/history aggregation endpoint, and 11 integration tests against amazon/dynamodb-local. Cross-checklist asset history workflow ( E5 ) is delivered end-to-end.
Strengths
Schema design matches the access pattern Helen described (
infrastructure/dynamodb/checklist_table.ts) — GSI partition key on equipment_id, sort on checkpoint_ts — this is exactly the access pattern needed to surface a single asset's full history across all three inspection types in one query, no client-side stitching. The kayak-binder use case from the discovery call is solved with a single Query.On-demand capacity preserved across the new index (
infrastructure/dynamodb/checklist_table.ts) — GSI inherits on-demand billing — costs continue to track usage rather than provisioned capacity. Honors the linear-with-volume cost commitment Helen pushed back on twice during discovery.Idempotent backfill (
scripts/backfill_equipment_gsi.py) — Backfill checks for existing GSI projections before writing, supports a dry-run flag, and accepts a --batch-size parameter. Operable by a non-DevOps person, which lines up with the operational-simplicity expectation.
Suggestions
infrastructure/dynamodb/checklist_table.ts lines 82–88GSI projection is currently ALL. Equipment-history queries only need a small attribute subset (status, type, checkpoint_ts, line_item_count). Switching to INCLUDE projection cuts write throughput cost roughly in half — material to E2 as the equipment fleet grows.
docs/runbook.mdAdd a one-paragraph 'recovering from an interrupted backfill' entry. The script handles it correctly, but Helen needs to know that without reading the source. Direct gap on E1.
scripts/backfill_equipment_gsi.py lines 34Log line says "backfilling GSI" but doesn't include the table name. Helpful for ops, though we only have one environment per E6.
tests/integration/test_aggregation_endpoint.py lines 201–214The mixed-type history test asserts post-rental records reference the most-recent pre-rental record. Is that guaranteed by the data model, or is it a property of the seeded fixtures? If the latter, a deliberately-out-of-order fixture would catch regressions.
Risks / test gaps
infrastructure/dynamodb/checklist_table.tsAdding a GSI on an existing table triggers a backfill that briefly raises consumed write capacity. Pinegrove's current write volume is low enough (<1 WCU sustained) that this won't trip throttling, but worth flagging if the inspection rollout accelerates before this ships.
Real impact from Engineers
Data from 50 engineers over 22 projects
Increased AI code acceptance
Increased AI code acceptance
51%
51%
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AVG Delivery Margin Expansion
AVG Delivery Margin Expansion
AVG Delivery Margin Expansion
AVG Delivery Margin Expansion
35%
35%
35%
Engineering project capacity
Engineering project capacity
Engineering project
capacity
3x
3x
Faster work completion, without re-work
Faster work completion, without re-work
Faster work completion, without
re-work
60%+
60%+
Time saved by eliminating rework and clarification meetings
Time saved by eliminating rework and clarification meetings
~1.8 hrs/day
~1.8 hrs/day
Frequently asked questions
Answers to common questions about getting started and using Darcy day to day.
Book a demo call
Let’s talk about your current setup and see how Darcy can simplify your service operations.
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We use encryption protocols to safeguard data transmission, regularly monitor for any vulnerabilities, and implement industry-standard security practices. Rest assured, your data is in safe hands.
DarcyIQ eliminates the traditional bottlenecks in three ways: First, it joins your client calls to provide real-time expertise. Second, it automates technical documentation creation, reducing delivery time from weeks to hours. Third, it leverages your historical project data to generate highly accurate proposals. This allows your team to respond to customer needs immediately, close deals 70% faster, and handle 4x more opportunities with your existing staff.
Most consulting firms achieve positive ROI within 60 days through increased deal velocity and win rates. The onboarding process takes less than 3 weeks, and you'll see immediate impact as your first proposals are delivered in hours instead of weeks. Our customers typically experience a 20-30x return on investment within the first year through increased revenue, improved margins, and dramatically higher team productivity.
DarcyIQ delivers exceptional results for technical consulting firms, system integrators, management consultancies, and financial advisory firms. Any business where specialized expertise must be consistently communicated through high-stakes client documentation will see dramatic improvements. Firms experiencing growth constraints due to technical resource limitations, long sales cycles, or inconsistent proposal quality are ideal candidates. Darcy is particularly transformative for businesses scaling beyond $5M in annual revenue where technical pre-sales bottlenecks begin limiting growth.
DarcyIQ is primarily delivered as a secure, enterprise-grade Multi-Tenant SaaS solution, offering immediate access with zero infrastructure management required. For organizations with specific compliance, regulatory, or security requirements, DarcyIQ is available as a license and is able to run on a private infrastructure. Contact our sales team to discuss your specific deployment needs and receive a tailored solution that aligns with your organization's requirements.
Frequently asked questions
Answers to common questions about getting started and using Darcy day to day.
Book a demo call
Let’s talk about your current setup and see how Darcy can simplify your service operations.
Do you prefer email? We're available at:
We use encryption protocols to safeguard data transmission, regularly monitor for any vulnerabilities, and implement industry-standard security practices. Rest assured, your data is in safe hands.
DarcyIQ eliminates the traditional bottlenecks in three ways: First, it joins your client calls to provide real-time expertise. Second, it automates technical documentation creation, reducing delivery time from weeks to hours. Third, it leverages your historical project data to generate highly accurate proposals. This allows your team to respond to customer needs immediately, close deals 70% faster, and handle 4x more opportunities with your existing staff.
Most consulting firms achieve positive ROI within 60 days through increased deal velocity and win rates. The onboarding process takes less than 3 weeks, and you'll see immediate impact as your first proposals are delivered in hours instead of weeks. Our customers typically experience a 20-30x return on investment within the first year through increased revenue, improved margins, and dramatically higher team productivity.
DarcyIQ delivers exceptional results for technical consulting firms, system integrators, management consultancies, and financial advisory firms. Any business where specialized expertise must be consistently communicated through high-stakes client documentation will see dramatic improvements. Firms experiencing growth constraints due to technical resource limitations, long sales cycles, or inconsistent proposal quality are ideal candidates. Darcy is particularly transformative for businesses scaling beyond $5M in annual revenue where technical pre-sales bottlenecks begin limiting growth.
DarcyIQ is primarily delivered as a secure, enterprise-grade Multi-Tenant SaaS solution, offering immediate access with zero infrastructure management required. For organizations with specific compliance, regulatory, or security requirements, DarcyIQ is available as a license and is able to run on a private infrastructure. Contact our sales team to discuss your specific deployment needs and receive a tailored solution that aligns with your organization's requirements.
Frequently asked questions
Answers to common questions about getting started and using Darcy day to day.
Book a demo call
Let’s talk about your current setup and see how Darcy can simplify your service operations.
Do you prefer email? We're available at:
We use encryption protocols to safeguard data transmission, regularly monitor for any vulnerabilities, and implement industry-standard security practices. Rest assured, your data is in safe hands.
DarcyIQ eliminates the traditional bottlenecks in three ways: First, it joins your client calls to provide real-time expertise. Second, it automates technical documentation creation, reducing delivery time from weeks to hours. Third, it leverages your historical project data to generate highly accurate proposals. This allows your team to respond to customer needs immediately, close deals 70% faster, and handle 4x more opportunities with your existing staff.
Most consulting firms achieve positive ROI within 60 days through increased deal velocity and win rates. The onboarding process takes less than 3 weeks, and you'll see immediate impact as your first proposals are delivered in hours instead of weeks. Our customers typically experience a 20-30x return on investment within the first year through increased revenue, improved margins, and dramatically higher team productivity.
DarcyIQ delivers exceptional results for technical consulting firms, system integrators, management consultancies, and financial advisory firms. Any business where specialized expertise must be consistently communicated through high-stakes client documentation will see dramatic improvements. Firms experiencing growth constraints due to technical resource limitations, long sales cycles, or inconsistent proposal quality are ideal candidates. Darcy is particularly transformative for businesses scaling beyond $5M in annual revenue where technical pre-sales bottlenecks begin limiting growth.
DarcyIQ is primarily delivered as a secure, enterprise-grade Multi-Tenant SaaS solution, offering immediate access with zero infrastructure management required. For organizations with specific compliance, regulatory, or security requirements, DarcyIQ is available as a license and is able to run on a private infrastructure. Contact our sales team to discuss your specific deployment needs and receive a tailored solution that aligns with your organization's requirements.
Frequently asked questions
Answers to common questions about getting started and using Darcy day to day.
Book a demo call
Let’s talk about your current setup and see how Darcy can simplify your service operations.
Do you prefer email? We're available at:
We use encryption protocols to safeguard data transmission, regularly monitor for any vulnerabilities, and implement industry-standard security practices. Rest assured, your data is in safe hands.
DarcyIQ eliminates the traditional bottlenecks in three ways: First, it joins your client calls to provide real-time expertise. Second, it automates technical documentation creation, reducing delivery time from weeks to hours. Third, it leverages your historical project data to generate highly accurate proposals. This allows your team to respond to customer needs immediately, close deals 70% faster, and handle 4x more opportunities with your existing staff.
Most consulting firms achieve positive ROI within 60 days through increased deal velocity and win rates. The onboarding process takes less than 3 weeks, and you'll see immediate impact as your first proposals are delivered in hours instead of weeks. Our customers typically experience a 20-30x return on investment within the first year through increased revenue, improved margins, and dramatically higher team productivity.
DarcyIQ delivers exceptional results for technical consulting firms, system integrators, management consultancies, and financial advisory firms. Any business where specialized expertise must be consistently communicated through high-stakes client documentation will see dramatic improvements. Firms experiencing growth constraints due to technical resource limitations, long sales cycles, or inconsistent proposal quality are ideal candidates. Darcy is particularly transformative for businesses scaling beyond $5M in annual revenue where technical pre-sales bottlenecks begin limiting growth.
DarcyIQ is primarily delivered as a secure, enterprise-grade Multi-Tenant SaaS solution, offering immediate access with zero infrastructure management required. For organizations with specific compliance, regulatory, or security requirements, DarcyIQ is available as a license and is able to run on a private infrastructure. Contact our sales team to discuss your specific deployment needs and receive a tailored solution that aligns with your organization's requirements.