Agriculture AI agent · Conservation
Conservation & Carbon-Incentive Navigation AI Agent
Match practices to the ranking pools open to your ground, keep the batching dates in view, and assemble the evidence a contract needs — the producer signs and a delegated NRCS official obligates.
- Typical delivery
- 4–6 weeks
- Deployment
- Your stack
- Producer signs
- Pre-obligation
- After launch
- Agent Care
What this agent does
Prepares the application, never signs it
In
- 01
A sign-up opens, and the agent pulls the ranking pools, fund pools and cut-off dates that reach your ground.
- 02
A field is enrolled, and its practice history, soil map and tract records are normalised to one record.
Reason
- 03
A practice is proposed, and the agent matches it to the NRCS practice standard and the programmes that fund it.
- 04
A pool is chosen, and candidate pools are ranked on county sign-up history rather than headline dollar value.
- 05
A conservation plan is drafted for the planner, with each acreage, map and resource concern tied to its source.
Decide
- 06
A tract is added, and its compliance status is re-checked — a finding there can reach other USDA benefits too.
- 07
A packet is finished, and it is routed to the named producer or authorised signatory for signature.
Out
- 08
A contract is obligated, and practice lifespan, maintenance duty and any permanence commitment are recorded on it.
- 09
Execute write actions only inside the approval boundaries agreed during implementation.
Product statement
The agent prepares; the producer signs and a delegated NRCS official obligates, and eligible is still not funded.
Example workflow
One application, sign-up to contract
- 1Sign-up notice receivedNRCS state or county announcement, batching date or state cost-share notice
- 2Records assembledTract maps, practice history, AD-1026 status and control of land, each with its named source
- 3Packet preparedRanking pool, practice list, cost estimate and confidence
- 4Controls appliedEligibility checks, deadline checks, practice-standard rules, double-counting checks and confidence threshold
No human action required
Stages 1 to 4 run unaided, and nothing is signed or filed at any of them — the agent is preparing, and the producer's lane opens at the confidence gate.
Goes to the producer to sign.
Adds a conservation-lead read first.
Producer sign-off
The packet is held with its source records, its flagged items and the confidence.
Approve · Edit · Send to conservation review
Signed — released to submit
- 6Programme systems updatedOnly where write access and approval policy allow it
- 7Outcome evaluatedEdit distance, deadline outcomes, funding decisions and post-award corrections
Edits
Every producer edit is counted in the evaluation.
What should not run autonomously
Human approval stays in control
Outside the boundary — human approval required
8 items
- Signing the application, the contract or any attestation.
- Certifying that a practice meets its standard.
- Obligating funds, or approving a start waiver.
- Verifying a carbon credit or its baseline.
Automation boundary
Agent acts unaided
- ✓Match practices to programmes, pools and current-year rules.
- ✓Carry each acreage and record forward with its named source.
- ✓Track batching dates, contract terms and practice lifespans.
- ✓Flag what the producer should weigh, and hold.
Any write happens inside the boundaries agreed at implementation, never ahead of a signature.
- Approving the conservation plan for NRCS.
- Deciding a wetland or erodible-land determination.
- Electing the conservation cost-share tax exclusion.
- Changes to programme, ranking or approval rules.
Example output
One practice, annotated
Everything the agent prepares is attached to the record it was drawn from.
Conservation packet · single practice
Illustrative example- Practice
- Grassed waterway
- Prepared line
- Grassed waterway written to the NRCS practice standard on file
- Stated extent
- 6.2 acres
- Source of record
- Conservation plan on file
- Confidence
- 91%
- Programme
- EQIP · FY2026 batching period
As received
Taken from the tract records and the conservation plan on file — nothing on this side is written by the agent.
Source records used
- Approved plan
- Tract and field map
- AD-1026 on file
Why this programme
It turns on the pool it competes in, not the dollar value — the choice the producer weighs.
What the score decides
Below the configured threshold the packet picks up a conservation-lead read first.
Action
ApproveEditSend to conservation reviewValue
Where AI adds value
The same four claims, placed at the point in the workflow where each one applies.
Where the value lands
Value 01 – 04
Every practice
From the field record
Prepare from the record
Draw on the tract records on file and the programme rules as the state office confirms them for the year.
Eligible is not funded
Routine sign-up packets arrive already assembled.
Send review to the risky items
Flagged eligibility and low-confidence packets are marked, so the read starts where clawback risk concentrates.
Build an evidence trail
The practice, the standard it was written to and the producer who signed stay on the contract.
Integrations
Typical integrations
Five system groups connect to the same agent. Which of them are in scope is decided in discovery.
USDA programme systems
- Farmers.gov
- Client Gateway
- FSA farm records
- AD-1026
Field and agronomy records
- Climate FieldView
- Deere
- Granular
- Agrian
Mapping and soil data
- Web Soil Survey
- SSURGO
- CLU boundaries
- GIS exports
Agent
Conservation & carbon incentives
- Reads the records
- Prepares the packet
- Holds for signature
Carbon and market registries
- Registry protocols
- MRV
- Verifier and buyer portals
Observability & evaluation
- OpenTelemetry
- Langfuse
- Supported monitoring/evaluation sources
Integration availability depends on the client's existing systems and API access.
Agent controls
Six layers between the model and the contract
Each layer encloses the one beneath it. What survives all six is named in the map below this one.
L6 · Outermost — last line of defence
Inward → L1 · closest to the model
- L1 – L2
- Test whether a packet may stand
- L3
- Puts the signature in a producer's hands
- L4 – L5
- Keep the practice and the standard behind it
- L6
- Reverts to deadline tracking when signals degrade
How Nestack evaluates it
Evaluate the whole sign-up workflow — not only the finished packet.
Coverage runs the whole depth of the workflow, and every layer is cut by slice.
Surface — the packet NRCS ranks
- E1Final-output evaluationDid every acreage and record in the packet match its source?
- E2Step-level evaluationDid the agent use the right tract, pool and current-year programme rules?
- E3Tool evaluationDid it read and write the correct contract and the correct field?
- E4Confidence calibrationDo low-confidence packets actually attract more producer edits?
- E5Slice evaluationHow does performance change across specific programme types?
- E6Business outcomeHow many packets needed a producer edit or a correction after award?
Floor — the outcome the operation answers for
Failure modes
Where each failure originates in the agent
Seven failure modes, placed at the stage each one originates.
Agent lifecycle
Direction of processing →
01 · Retrieval
1 mode
- NC-03
Replaced programme read as live
A narrower successor's criteria are never applied.
Stage gathers
Tract records, plan, AD-1026 status and pool rules
02 · Reasoning
2 modes
- NC-04
Wrong ranking pool
The packet is aimed at the oversubscribed pool in that county.
- NC-06
Start before obligation
Work begins before the contract is obligated and cannot be paid.
Stage proposes
Ranking pool, practice list, cost and confidence
03 · Tool / write
2 modes
- NC-02
Submitted read as funded
A filed application is reported to the producer as an award.
- NC-05
Lifespan tracked to term
Maintenance duty is stopped at contract end, not lifespan.
Stage writes
Only where write access and approval policy allow it
04 · Output
1 mode
- NC-01
Compliance status stale
An added tract's AD-1026 certification was never updated.
Stage returns
The packet the producer signs and NRCS ranks
05 · Change / Version
1 mode
- NC-07
Silent rule drift
A programme or rule change widens what the agent will claim.
Stage tracks
Model, prompt, programme rules and pool config
- Sev-1 · a packet is filed outside the boundary
- Sev-2 · a wrong claim reaches the application
- Sev-3 · records degrade, packet goes to review
Affected slices
A blended award rate can hide one bad programme
A blended award rate across programmes can look acceptable while a few cohorts absorb most of the rework sitting behind it. Nestack reports the packet-rework rate by slice, not only in total.
Slice performance — reported separately, not only in aggregate
Illustrative example| Slice | Failure rate | Lift | Lift vs. threshold | Status |
|---|---|---|---|---|
| Carbon-market enrolments | 9.4% | 3.7× | Review | |
| Multi-tract rented ground | 7.7% | 3.0× | Review | |
| State cost-share stacking | 4.5% | 1.8× | Watch | |
| Single-practice EQIP | 2.3% | 0.9× | Normal |
Bar: packet-rework-rate lift vs. the single-practice baseline · scale 0–4.0× · tick marks the 2.0× review threshold
2 of 4 slices over threshold
Evidence-linked improvement
Every cycle ends with a new case
A cycle ends when the missed ranking window is a case the next release has to catch. That suite is what the next application prepared is measured against.
Improvement cycle · five stages
Switchback — the path turns at Improve and returns at Learn
- 01
Detect
Packet-rework rate rises in a programme slice.
- 02
Diagnose
The ranking window that closed on a finished application is walked back until the cause narrows to one.
- 03
Improve
Number the correction, and keep the applications that surfaced it fastened to it.
- 04
Verify
Every touched case is rerun, and the release does not move on a single fail.
- 05
Learn
It becomes a fixture of the suite, and the programme rules follow it.
Learn → Detect
The return edge. Detection next time runs against a suite one case longer.
Typical build scope
Twelve workstreams across six weeks
The build scope read against the delivery timeline. Week structure follows the six-week plan — discovery, sources, preparation workflow, evaluation, integration, then production validation and handover.
Workstream
Week 1Week 2Week 3Week 4Week 5Week 6
- 01Sign-up workflow and programme boundary definition.Week 1
- 02Programme, field and mapping source review.Week 1, Week 2
- 03Practice-standard, ranking-pool and deadline mapping.Week 1, Week 2
- 04Record ingestion and acreage normalisation.Week 2
- 05Programme matching and evidence binding.Week 2, Week 3
- 06Confidence scoring and flag routing.Week 3
- 07Producer sign-off workflow.Week 3, Week 4
- 08Programme and field-record integration.Week 5
- 09Ranking and deadline cases.Week 4, Week 5
- 10Guardrails and submission controls.Week 4
- 11Contract-trail instrumentation.Week 5, Week 6
- 12Deployment, documentation and Agent Care handover.Week 6
12 workstreams · 6 weeks · bar shows the weeks a workstream is active — several run in parallel
Final scope and sequence confirmed in discovery
Engagement tiers
What each tier includes
Rows are the capabilities named in each tier's scope. Higher tiers include everything below them.
| Capability✓ in scope · — not at this tier | PilotOne programme, one county | ProductionProduction programme systems | AdvancedMultiple states / programmes |
|---|---|---|---|
| Introduced at Pilot | |||
| Preparation to your records and rules | ✓ | ✓ | ✓ |
| Producer sign-off | ✓ | ✓ | ✓ |
| Deadline-coverage baseline | ✓ | ✓ | ✓ |
| Introduced at Production | |||
| Reporting by programme | — | ✓ | ✓ |
| Approval workflow in your systems | — | ✓ | ✓ |
| Approved write-back | — | ✓ | ✓ |
| Field-record integration | — | ✓ | ✓ |
| Introduced at Advanced | |||
| Multi-state cost-share rules | — | — | ✓ |
| Multi-entity operations | — | — | ✓ |
| High application volume | — | — | ✓ |
| Multi-programme contract controls | — | — | ✓ |
| Build price | From $5,000 | From $8,000 | Custom quote |
- Final build price
- Confirmed after discovery based on integrations, workflow complexity, application volume, approval controls and deployment requirements.
- Separate from build
- Build pricing is separate from recurring Agent Care, which covers managed monitoring, evaluations, incidents and verified improvements after launch.
What we need from you
What you bring, and what we build with it
Each input maps to a piece of build scope and a week in the delivery timeline.
You bring
We build with it
01Your tract, field and practice records
→Record ingestion and acreage mapping
Week 102Representative past applications
→Preparation baseline, pool matching and evidence binding
Week 203Your conservation plan and programme history
→Practice-standard, pool and stacking-rule mapping
Week 104Access to relevant APIs, feeds or exports
→Programme, field and mapping assessment, then integration setup
Week 205Applications you would not want ranked
→Clawback cases and the evaluation suite
Week 406What no application may claim
→Confidence scoring, flag routing, guardrails and approval controls
Week 307Named producers or signatories to review packets
→Producer sign-off workflow, then pilot and production validation
Weeks 5–6
Nothing else is required
Deployment, documentation and Agent Care handover are ours.
Delivery timeline
Four phases across six weeks
Bands are set by the sign-up calendar, not by the plan, so week 5 carries two phases.
Phase
W1
W2
W3
W4
W5
W6
- DiscoveryW1
- BuildW2 – W3
- EvaluateW4 – W5
- Pilot & LaunchW5 – W6
Week focus
W1Sign-up workflow discovery, rule mapping and the automation boundary
W2Source integration and the preparation baseline
W3Preparation workflow, confidence logic and approval controls
W4Evaluation suite, clawback checks and failure-mode testing
W5Programme-system integration, pilot packets and targeted corrections
W6One sign-up period prepared under the farm business manager, then handover
- Reading the band
- A bar covers the weeks its work is named in, and nothing else. The week 5 overlap is real, not padding.
- At the end of W6
- Once the period validates, monitoring moves to Agent Care.
- Duration
- Six-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.
Next step · Agriculture AI agent
Build a conservation agent around your sign-up calendar.
Show us your tract records, the programmes you chase and who signs. Bring us one sign-up period and we'll map the ranking pools, set the automation boundary and name what stays with the producer.
- Typical delivery
- 4–6 weeks
- Deployment
- Your records and maps
- Producer signs
- Pre-obligation
- After launch
- Agent Care available
Nestack Agents · Conservation & carbon incentives
AGT-AGR-18 · Agent Care available after launch