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Regnor · AI products you can check

AI that shows its working.

Regnor builds AI products for decisions you need to be sure of. Regnor Knowledge answers your team's questions from your own documents and points to the exact lines it used. Our scoring products tell you whether an influencer, a lead or a company is worth your time, with every step written out. Use them as they are, or have us build one around your own data.

Four products live: Knowledge, Stratify, Veriscore, JaanchLoCustom builds in 1 to 8 weeks

Flagship · LiveRegnor Knowledge. Ask your documents. Get answers you can check, line by line.
How a Regnor
score is built

“Which companies should sales go after?”

Company Profiling & Signal Extraction Model

CPSEM · powers Stratify · live
Σ Overall scoreIllustrative
78
Fig. 01 · How a Regnor score is built · Every score, traced to its source.Drag to rotate · tap a column · values illustrative
01 / What we have built

Four live products, led by Regnor Knowledge.

Each one answers a real question and shows where its answer came from. Pricing varies by region; see each product site.

P_01 · Flagship productknowledge.regnor.systemsLive

Regnor KnowledgeAsk your documents. Get answers you can check.

Regnor Knowledge turns your company's documents into a private assistant your team can question in plain English. Every answer points to the exact lines it came from, so anyone can check it in one click.

  • A second check on every answer. It flags any point its source does not clearly support. If your documents do not cover a question, you get an honest “not found” instead of a guess.
  • Your documents stay on your accounts. It is set up on your own accounts, so your documents never pass through Regnor's.
  • Access by role and team. An admin console decides who can ask about what.
  1. A Your documents, read on your own accounts
  2. B The exact lines the answer relies on
  3. C The answer, with a leader line to each source
  4. D Second check: every point supported, or flagged
Drawing K-01 · From source lines to a checked answerIllustrative · not a real answer
Live pilot

A wellness brand selling globally loaded 50 documents: brand plans, label copy and the full drug and cosmetics regulations.

Documents loaded
50brand plans, label copy and regulations
Verified pages
564each one checked against its source
Pilot documents verified
98%sections that could not be fully checked were held back and flagged
Cost to read and check
under 1¢per document, paid on the client's own account
  1. 01 Try

    A paid trial on 50 of your own documents, with results in one to two weeks.

  2. 02 Build

    We set up the full assistant on your own accounts.

  3. 03 Launch

    Your team asks questions in plain English, with access by role and team.

A · Also live nowP_02 to P_04

P_02Live

Stratify

Powered by CPSEMFor sales and research teams

“Which companies should sales go after?”

Stratify scores companies and the people inside them against the customers you want, so your team spends its time on accounts that fit.

Five signals it scores, 0 to 100 · CPSEM model

  1. F1Target Density
  2. F2Seniority Distribution
  3. F3Industry Alignment
  4. F4Company Tier
  5. F5Market Signal Consistency
Visit Stratify stratify.regnor.systems
P_03Live

Veriscore

Powered by IREMFor brands and agencies that pay creators

“Is this influencer worth paying?”

Veriscore checks an influencer's audience and track record before you sign, so you can spot fake engagement and reputational risk before any money changes hands.

Five signals it scores, 0 to 100 · IREM model

  1. F1Authenticity Integrity
  2. F2Engagement Stability
  3. F3Audience Quality
  4. F4Behavioral Consistency
  5. F5Reputational Risk
Visit Veriscore veriscore.regnor.systems
P_04Live · open source

JaanchLo

Open source · Hindi and EnglishFor Indian elders and their families

“Is this message a scam?”

A free scam shield that runs entirely on the phone. Paste a message, add a screenshot or answer a live-call checklist, and it says Safe, Be careful or Danger in plain Hindi or English, explains why and gives the next step, including when to call 1930.

Measured on 3,172 labelled messages

Scams never marked safe
100%
Serious scams flagged as danger
92.9%
False alarms on genuine messages
0.0%

A held-out test set, reproducible from the open repo with one command. Not field results.

Visit JaanchLo jaanchlo.regnor.systemsSource code on GitHub github.com/Romil10/jaanchlo

B · Coming soon: two products and a platformP_05, P_06, PL_01

P_05Coming soon

Conduit

Powered by LSQAFor teams handling inbound leads

“Is this lead worth a call?”

Conduit will rate every new enquiry as it arrives, so the leads most likely to convert reach a person first.

Not yet available
P_06Coming soon

Archon

Powered by PSEMFor operations leads

“Where will this process break?”

Archon will map who owns each step of a process and what depends on what, so you can fix weak points before they cause delays.

Not yet available
PL_01Coming soon

Regnor Optimisation

Platform · Optimisation as a ServiceFor teams running operations with many settings to tune

“Which settings would run this operation better?”

Regnor Optimisation will build a simulator from your data and set an AI agent to search it for better settings.

Not yet available
02 / What we build for you

We build custom AI tools around your own data.

Bring us the decision your team keeps getting stuck on. We scope it, build it and hand it over with an audit trail, in one to eight weeks depending on size.

02.1 / Custom

Three sizes of project

Each bar shows the time from start to handover, drawn to the same scale in weeks.

Tier I

Workflow Automation

1–2 weeks · 1–3 processes
1–2 weeks

We automate one to three of your repetitive processes with AI agents. Every step is logged and checked, so you can audit what happened.

Tier II

Custom Intelligence Products

2–6 weeks · full product delivery
2–6 weeks · full product delivery

We build a complete product for you, such as an internal dashboard, a tool for your customers, a search across your documents or an app for your field.

Tier III

Multi-Agent Systems

4–8 weeks · architecture + support
4–8 weeks · architecture + support

For bigger jobs we design a team of AI agents that share memory, pass work to each other and learn from results, and we support it after launch.

02.2 / Architecture

How the larger systems are put together

Tier III systems are built on five layers. Fig. 03 draws them in section.

  1. 01Specialised Agent NetworkA set of AI agents, each doing one job well, with an audit trail of everything each one did.
  2. 02Persistent Memory LayerShared memory, so the system remembers earlier work and the agents can coordinate with each other.
  3. 03Schema & Instruction CoreThe rules and data structures, designed around your business, your data and the way you make decisions.
  4. 04Security & Trust BoundaryClear limits on what the system can reach. Your team runs it and your data stays yours.
  5. 05Autonomous Feedback LoopThe system learns from its own results, so it becomes more useful the longer it runs.
02.3 / Ongoing retainer

After launch we keep improving the system, add new agents when you need them and adapt the design as your business changes.

Not sure which size fits? Tell us about the decision and we can scope it together.

Talk to us
03 / How the scores work

Every score comes from five signals you can read.

Each product runs on one Regnor model. The model rates five signals from 0 to 100 and weights them into one overall score. Pick a model to see what it checks. Values in this library are illustrative.

Proof from a live product

Here is one real score from Veriscore, our influencer-checking product. On 27 July 2026 it checked one influencer account. It scored all five signals, put the overall risk at 4 out of 100 and returned the verdict Legit, with the reasoning for every number written out.

Real report · Veriscore / IREM

Real run, 27 July 2026
Authenticity Integrity95
Engagement Stability85
Audience Quality95
Behavioral Consistency85
Reputational Risk Signals100
Composite risk4/100Verdict: Legit
The only real output on this page. Values in Fig. 01 and Fig. 02 are illustrative.Read Veriscore's sample reports ↗
CPSEM

Model 01 of 04 · P_02: Company Profiling & Signal Extraction Model

78Overall · illustrative

Answers: “Which companies should sales go after?”

Reads professional profiles and company data, then sorts them by seniority, industry and company size, so sales and research teams know which companies to target first.

Powers P_02Stratify
LiveVisit Stratify
Signal schedule
Signal values for CPSEM, illustrative
F1Target Density82
F2Seniority Distribution71
F3Industry Alignment88
F4Company Tier64
F5Market Signal Consistency79
ΣOverall score78
Fig. 02 · Front elevation · five signals and the overall score, 0 to 100Values illustrative

Prints a one-page A4 sheet for the selected model.

All four models in one table

All four Regnor models: the question each answers, the product it powers, its five signals and overall score. Values illustrative.
ModelAnswersProductFive signals, 0 to 100Overall
CPSEMCompany Profiling & Signal Extraction ModelWhich companies should sales go after?Stratify · live
  • Target Density82
  • Seniority Distribution71
  • Industry Alignment88
  • Company Tier64
  • Market Signal Consistency79
78
IREMInfluencer Risk Evaluation ModelIs this influencer worth paying?Veriscore · live
  • Authenticity Integrity86
  • Engagement Stability79
  • Audience Quality88
  • Behavioral Consistency82
  • Reputational Risk74
84
LSQALead Signal Qualification & Allocation ModelIs this lead worth a call?Conduit · coming soon
  • Source Authority Index80
  • Temporal Urgency Index68
  • Intake Completeness76
  • Allocation Signal Density71
  • Engagement Response70
73
PSEMProcess Structuring & Evaluation ModelWhere will this process break?Archon · coming soon
  • Procedural Clarity Index84
  • Authority Chain Integrity78
  • Dependency Architecture Depth73
  • Procedural Drift Indicator69
  • Institutional Knowledge Density88
81
04 / How we work

We build each model in five steps, and show the working at every one.

Hover or tap a level to lift it out of the drawing. Switch to the systems view to see the five layers behind our larger custom builds.

Fig. 03 · Section through the building · five-step approachIsometric · 5 levels

Three principles behind every build

Principles · 01 to 03
01 / Principle

Clear structure

Every model has a fixed set of five signals and a written method, so you always know what was measured.

02 / Principle

Effort where it pays

A score points your money and your team's time at the options most likely to pay back, instead of spreading them thinly.

03 / Principle

Built to be owned

We build only what the decision needs, and hand over systems your own team can run.

05 / Founder

Who builds Regnor.

Built by Romil Sharma, an AI product manager who takes products from first idea to live launch. He has designed and shipped four products under Regnor: Regnor Knowledge, Stratify, Veriscore and the open-source JaanchLo. Before Regnor he spent four years in market research and led growth for DeFi protocols, which is why every Regnor model shows its working instead of asking for trust.

06 / Summary

Regnor at a glance.

The whole page in one table, for people in a hurry and for software reading on their behalf.

What Regnor does
Regnor builds AI that shows its working. Its flagship, Regnor Knowledge, answers questions from your own documents and points to the exact lines. Its scoring products answer specific business questions with one score from 0 to 100 and write out the five signals behind it.
Who it is for
Teams whose know-how sits in documents, sales and research teams, brands and agencies that pay influencers, Indian elders and their families, and companies that want a custom AI tool built around their own data.
Flagship
Regnor Knowledge · live · knowledge.regnor.systems · “Ask your documents. Get answers you can check.” A private assistant over your documents; every answer cites the exact lines, a second check flags anything unsupported, and uncovered questions get “not found”. Live pilot: 50 documents, 564 verified pages, 98% of pilot documents verified, under one cent per document. Start with Try, then Build, then Launch.
Other products
  • Stratify · live · stratify.regnor.systems · tells sales teams which companies to go after (CPSEM model).
  • Veriscore · live · veriscore.regnor.systems · tells you whether an influencer is worth paying (IREM model).
  • JaanchLo · live, open source · jaanchlo.regnor.systems · source on GitHub · a free scam shield for Indian elders, on the phone, in Hindi and English. Measured on 3,172 labelled messages: scams never marked safe 100%, serious scams flagged as danger 92.9%, false alarms on genuine messages 0.0%.
  • Conduit · coming soon · will tell you whether a lead is worth a call (LSQA model).
  • Archon · coming soon · will show where a process will break (PSEM model).
Platform
Regnor Optimisation · coming soon · will build a simulator from your data and set an AI agent to search it for better settings.
Custom services
  • Tier I, Workflow Automation · 1 to 2 weeks · 1 to 3 processes automated with AI agents and audit trails.
  • Tier II, Custom Intelligence Products · 2 to 6 weeks · a full product, such as a dashboard, customer tool, document search or field-specific app.
  • Tier III, Multi-Agent Systems · 4 to 8 weeks · architecture plus support for teams of AI agents with shared memory.
  • Ongoing retainer · continuous refinement, new agents and design updates after launch.
Recognition
  • Selected for the Hyperagent Founding 500 programme, with $20,000 in Hyperagent credits.
  • Selected for the Pre-Incubation Programme at AIC Techno Innovation and Incubation Council, West Bengal's first Atal Incubation Centre, a Techno India University initiative supported by Atal Innovation Mission, NITI Aayog, Government of India.
  • Both selections are for Regnor Knowledge.
Pricing
Pricing varies by region; see each product site. JaanchLo is free and open source. Custom work is quoted per project.
How to start
Pick the product that fits. For Regnor Knowledge, start with a paid trial on 50 of your own documents at knowledge.regnor.systems. Stratify and Veriscore can be started free with no card required (Veriscore has four sample reports to read first), and JaanchLo is free and open source. For custom work, use the enquiry form.
Founder
Romil Sharma, AI product manager. He has designed and shipped four products under Regnor: Regnor Knowledge, Stratify, Veriscore and JaanchLo.
07 / Contact

Bring us your hardest call.

Try Regnor Knowledge on 50 of your own documents, or tell us about the decision you need help with and we will scope a tool around your data together.