Engineering · R&D AX
Turn technical documents and lab records into custom AI that answers with evidence
AMORPH structures engineering and R&D documents on an ontology and builds enterprise AI that answers accurately, with evidence. From document AI that works with knowledge to sound AI for entertainment, bring in AI that truly fits your company.
What we do
What AMORPH does
AX (AI transformation) means changing digitized work so that AI can judge and handle it. We make that possible by turning materials that differ from one workplace to the next, such as the technical documents of engineering companies, the lab records of research institutes and the vocals of entertainment companies, into something AI can work with.
Engineering AX
We organize technical documents full of interlinked figures and conditions, such as specifications and test reports, and build in-house AI that shows the source text and its location with every answer.
- Handles documents where figures and conditions are intertwined, such as specifications, test reports and technical reports.
- Reads paragraphs and tables in Hangul (HWPX) documents, and cites tables down to the cell.
- Because tables in PDFs can lose their rows and columns, we first check whether the same data is available in another format.
R&D AX
We turn the figures in a lab's accumulated experiment records and papers into records whose evidence can be found and checked again.
- Records experimental conditions, measured values and units, with the source of each value.
- Records the sample, equipment and conditions of each experiment, so results from different conditions are not mixed.
- We are preparing an industry-academia program to carry out joint projects with universities and government agencies.
Sound AI
We hear directly from clients about vocal conversion problems that commercial tools cannot solve, then develop custom conversion technology and workflows to solve them.
- Converts the vocals of songs made with Suno into a real person's voice.
- Converts humming and guide vocals into a real singer's voice, and we have also set up conversion in the opposite gender direction.
- Lets clients work from the generated vocal files alone, with no extra recording.
Agent · Harness
AMORPH's ‘harness engineering’ keeps AI's uncertainty under control
While developing our prototype, the AMORPH team ran into AI citing sources incorrectly and giving a different answer each time about the same document. To solve this, we designed a control system that gives the AI its tools and instructions, then strictly executes and verifies what it does. This is known as harness engineering.
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Every answer shows the source text and its location
Each answer comes with the name of the document it relied on and the location in the original, so the person in charge can check it against the source at any time.
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Quotes are compared with the source, character by character
A quote counts as valid evidence only when it matches the source text at that location exactly, down to the last character.
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Only what a person has confirmed goes on record
Even data that has passed verification becomes an official company record only after the person in charge confirms it. If a record turns out to be wrong, the original is not erased; a correction is added so the history stays transparent.
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Values without evidence are never made up
When asked about a condition with no experimental results, the AI does not guess from nearby values. It answers clearly that "no experiment has been reported."
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Fixed procedures handle calculations and judgments
Whether a criterion is met is judged by a calculation procedure defined in advance. When values cannot be compared because the units or test methods differ, the system makes no arbitrary call and answers "undetermined."
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External AI connects only when the user allows it
External AI models that other companies offer over the internet are called only when the runtime environment allows it and the user selects one on screen. Questions and document contents are sent out only at that point.
Track record
Our work so far
A summary of when each piece of work was done and its key results. The details, including trial and error, are in the individual articles.
- Developing a knowledge AI prototype that answers from documentsWe built a prototype of the process in which the AI reads documents and proposes candidate records, and the person in charge confirms them. Using public papers and test documents, we tested whether source location display, human confirmation and the blocking of values without evidence work properly.
- Comparing paper data extraction: PDF vs journal XMLWe read the same paper in both formats and compared how well the table structure held up. In XML, all 11 tables kept their row and column structure intact, while in the PDF the tables broke apart into plain text.
- Converting Suno AI vocals into a real human voiceWe turned mechanical-sounding AI vocals into the natural voice of a singer affiliated with the client company. The client could work straight from the generated files, with no need for the singer to record again.
- Converting humming and guide vocals into a professional singer's voiceWe applied a female singer's vocal tone to a man's humming and rough guide tracks, creating a polished vocal track that sounds as if the singer actually sang it.
Services
What we take on for engineering companies and research labs
We start with advisory work that organizes your operational knowledge, then develop, supply and maintain the software that answers from that knowledge.
Knowledge organization advisory
Together we decide which facts in which documents become company records, and who verifies those records.
Technical document AI development
We build in-house AI that reads documents, proposes records with quotes and source locations attached, and records only what the person in charge has verified.
AI agent development
We build AI agents fitted to your workflow that carry out multi-step tasks on a person's request or at a set time or event, and we leave numerical comparisons and calculations to fixed procedures.
Maintenance
We maintain the software we supply.
We do not take on equipment or process design, on-site wiring or equipment installation, commissioning, or performance guarantees. The exact scope is set out in About AX Consulting.
Can we start with your company's technical documents?
We begin together by deciding which facts in which documents become records, and who verifies them. See About AX Consulting for what AMORPH does and does not take on.
View AX Consulting