We build production software. AI is the xler8tor.accelerator.

Business Operations Intelligence

A statistical engine running across 1,500+ locations. Each night it reads every feed the operator already pays for. It flags each deviation from normal, names what drives it, and prices what can be recovered.

1. IngestEvery feed the operator already pays for, rebuilt each night into one modeled warehouse.
2. ClassifyEach deviation sorted by what drives it: structural leakage, local drift, an integrity event, or transient noise.
3. ExplainLanguage models write each finding three ways: for the site, the region, and the C-suite.
4. PriceEvery finding checked against the figures and priced in recoverable dollars.

ResultAbout $10,000 recovered per location each year.

Behavioral Simulation Engine

A training platform that replaces compliance videos and role-play workshops with a simulated workplace. Learners hold open-ended conversations with AI coworkers. Each coworker has a personality, a style, and trust killers: the behaviors that make it lose trust.

1. CastAI coworkers, each with a personality, a style, a hidden agenda, and its own trust killers.
2. ConverseOpen-ended conversation by text or by voice. The characters stay in role.
3. ReactMishandle a colleague and their cooperation visibly drops.
4. GradeFour dimensions, tied to the client’s own framework. Each finding anchored to the moment that triggered it.

ResultTraining takes a sixth of the time. It costs a tenth as much.

Handwritten Census to X12 Claim

A billing platform that replaces manual transcription between hospital rounds and the insurance claim. Vision models read every encounter off the marked-up census page, handwriting included. Each field links back to the exact place on the page it came from.

1. ReadVision models lift every encounter off the marked-up census page, handwriting included.
2. EvidenceEach field carries a confidence score and a box drawn back to the exact pixel it came from.
3. CheckEight checks run before anything is sent, then a full round trip against the 837P standard.
4. SubmitApproved encounters merge into an X12 837P file. Denials are read, sorted and refiled in the same tool.

ResultA census page took a reviewer 10 minutes. It now takes 1. Claim rejections fell by 60%.

National Tax Code vs Climate Commitments

A diagnostic tool for finance ministries. It tests whether the national tax code supports the climate commitments the country has signed. It sorts each provision as complementary, countervailing, overlapping, or redundant.

1. ReadModels read the fiscal law statute by statute and weigh each provision against the country’s targets.
2. SortEvery provision sorted: complementary, countervailing, overlapping, or redundant.
3. GradeOne coherence score and a letter grade, weighted by how much each finding matters.
4. SimulatePolicy teams assemble a reform package and watch the grade move in real time.

ResultHundreds of provisions read in a few minutes. By hand, the same review takes months.

Throughput Verification & Counted-Unit Audit

A real-time counting system on the conveyors, dispatch belts, and loading gates where each unit crossing the line is a unit of revenue. Vision, a motion sensor, and a heat sensor validate each count independently. When they disagree, the count is flagged as contested. Each count is written to a tamper-evident audit log.

1. TrackEach unit spotted, tracked as one identity, and counted once as it crosses the line.
2. ValidateA motion sensor and a heat sensor confirm every camera count at the same line.
3. ContestAny disagreement is flagged as a contested count. The system never picks a winner silently.
4. LockEvery count written to a tamper-evident log the instant it is produced.

ResultCounts are 99% accurate, at a fifth of the cost.

County Cybersecurity Posture

A security posture dashboard for a U.S. county government. It turns dozens of metrics from the county’s security tools into one county-wide score, built from weighted pillars. Readers drill down five levels, from the county to a single finding.

1. CollectReads from the security tools the county already runs.
2. NormalizeEvery metric on the same 0-to-100 scale, graded against its own thresholds.
3. WeighPillars weighted into one number that adds up exactly. An average you can audit, not a hidden formula.
4. DrillFive levels deep: county, pillar, department, user or device, finding.

ResultA posture report used to take a few weeks to months. It is now live on the dashboard, always.

Tamper-Proof Evidence Chain

A permanent, tamper-evident chain of custody for evidence of environmental harm. Each file is encrypted on the device. The unencrypted original never leaves it. The keys are split across trustees, so no single party can decrypt, the operators included.

1. EncryptEvery file is encrypted on the device before anything is uploaded.
2. AnchorA unique fingerprint pins the encrypted file to permanent storage and a public timestamp.
3. SplitThe keys needed to decrypt are split across five independent trustees.
4. OpenAny three trustees must agree. No single party can open the evidence alone.