SearchResearch & Discovery

Scientific Literature Intelligence

AI literature search that answers in plain words, with the passage behind every sentence

Ask the literature in plain words and get a sourced answer in seconds.

See one case, screen by screen ↓
demo11sto a sourced answer on MET-driven resistance, across 7 sources
demo9 of 9sentences supported by the passage they cite — 0 removed
demo128,412papers, patents, internal reports and lab notebooks searchable at once
target100%of answer sentences carry the passage they came from
The problem

Why a literature question still costs an afternoon

A translational scientist wants to know how tumours escape a covalent KRAS G12C inhibitor through MET. The answer is spread across a plasma series in a journal, a cell and xenograft paper, a patent family, an in vivo pharmacology report from Building 2 and signed entries in a Laboratory 4 notebook. Each lives in a different system, and the internal ones are hard to find at all.

So the afternoon goes on searching, reading for the one passage that matters, and checking the figure against the table it came from. And an answer passed on in a meeting without its source cannot be trusted or reused — the next person asks the same question and starts again.

typical18–39%of a scientist’s week spent searching
estimated2hback for every scientist, every week
Where a scientist’s searching hours go, in a weekestimated
By hand6 days
With the solution4 days
  • Searching papers, patents and internal reports2 → 1.5 d
  • Reading to find the passage that answers2 → 1.5 d
  • Checking figures and doses against the source1 → 0.5 d
  • Writing it up with references1 → 0.5 d

Estimated split of a scientist’s week of searching, by hand and with the solution.

How it works

How a question moves

Four specialist agents index, answer, check and watch the literature; a scientist decides what to keep.

What comes in
Sources in4 source types · papers, patents, reports, notebooks
Agents at work
Library agentpassages + topics
Then
Research agentone claim a sentence
Then
Citation checkersentence by sentence
A person decides
Scientistkeeps the answer
What comes out
Cited answer
Evidence table
Saved to the notebook
One case, step by step

One question, from asked to kept

Dr. Maya Chen, a translational scientist on Programme CVT-416, needs to know what is known about resistance to KRAS G12C inhibitors through MET amplification. Here is what happens, screen by screen, in the working solution.

  1. 01Morning

    What is new in her programmes, already sorted

    Dr. Maya Chen · Translational scientist

    Overnight the library agent indexed 1,284 new records, and the watch agent matched them against what Maya asked to be told about. Her home page lists a new 212-patient plasma series, an updated in vivo pharmacology summary for Study RX-0942, and a patent family whose claims 4 and 7 touch the study plan.

    “Annals of Molecular Oncology · indexed yesterday · matches your watch “KRAS G12C resistance””

  2. 02One question

    Asked in plain words, scoped to what she may open

    Dr. Maya Chen · Translational scientist

    Maya asks the question as she would ask a colleague. It is scoped to Programme CVT-416, across papers, patents, internal reports and lab notebooks she may open, from 2021 to 2026. The steps run in view: 128,412 sources searched, 36 passages read in full, an answer written across 7 sources, 3 of them our own.

    “Checked every sentence — 9 sentences, 9 supported by the passage cited, 0 removed”

  3. 0311 seconds later

    A short answer, then the detail, one claim a sentence

    Research agent

    MET copy gain is the most common single escape route — 23 of 212 people at progression, 10.8% — and the VLT-302 cohort matches at 4 of 38. Plasma shows the gain a median of 46 days before the matched biopsy, and adding a MET inhibitor restored suppression in published models and in RX-0942. Every sentence carries a numbered citation, and the answer is marked high confidence.

    “A published family claims the combination at 200–400 mg of the MET inhibitor, which overlaps the 300 mg arm in the current plan.”

  4. 04Side by side

    Five studies in one evidence table

    Research agent

    The plasma series, the pooled paired plasma and tissue cohorts (389 people), the cell and xenograft models, Study RX-0942 and the VLT-302 cohort — each with its design, size, what it found and what it means. Beside it, the sources used, with internal work marked “Our own”.

  5. 05One click

    The source, opened at the passage

    Dr. Maya Chen · Translational scientist

    Any row or citation opens the source on the page it was read from — here page 3 of 14 of the plasma series, with the sentence on 23 of 212 samples highlighted. The panel says why it came back and who may read it.

    “The citation checker read the sentence against this passage and found it fully supported.”

  6. 06Kept

    The answer goes into the programme notebook

    Dr. Maya Chen · Translational scientist

    Maya keeps the answer as “Resistance through MET copy gain — what we know today” in Programme CVT-416. The 7 sources, the 9 citations and the five-study evidence table are kept with it, with her name and the time.

  7. 07Reused

    What the team already knows, in one place

    Lena Ortiz · Head of translational medicine

    The notebook holds what the team decided to keep: plasma at progression as the entry test, the combination restoring suppression, a dosing window that overlaps a published claim, one third of progressions that still show nothing. A programme lead can publish a note to the programme, and the evidence table exports for a report or a review.

  8. 08When the library is silent

    A gap, said plainly

    Research agent

    Asked whether anyone has dosed a MET inhibitor with a KRAS G12C inhibitor in people, the agent says the library holds no such report. It shows what it does hold — models only, RX-0942 in mice, and a patent dose range that is a claim, not a result — at medium confidence, with “Gap noted”.

    “No passage in the library reports this combination given to people. Rather than write a sentence without a source, here is what the library does hold.”

  9. 09Every week

    How the literature is being used

    Lena Ortiz · Head of translational medicine

    318 questions answered by 46 scientists in the last 30 days, 2,914 sentences checked and 7 cut in draft, 94 answers kept and reused 212 times. 31% of cited passages come from internal research reports.

    “Nearly a third of every answer comes from our own research reports — work the company already paid for and could not find before.”

  10. 10Set once

    The rules the answers follow

    Dana Okafor · Library administrator

    Every sentence must carry a source, confidence shows on every answer, and sources older than 2021 are marked when cited. Internal reports and lab notebooks are open only to their programme team, and every question is logged with the passages returned.

    Switching “Sentence must carry a source” off is locked: only the library administrator can change it, and the change is written to the audit trail.

Who it’s for

Built for everyone who asks the literature.

The same library, seen by four people on the programme — what their week looked like, and what it looks like now.

MC
Dr. Maya ChenTranslational scientist · Programme CVT-416
Asks and keeps
Before
Spends an afternoon pulling a plasma series, a patent and an internal report together, then checking every figure by hand.
Now
Asks once, gets a cited answer and an evidence table in seconds, and keeps it in the programme notebook.
SP
Sam PatelComputational biologist
Asks and keeps
Before
Pulls the same resistance studies together by hand for every new question.
Now
Gets the studies side by side — design, size, what each found — with every row opening its passage.
LO
Lena OrtizHead of translational medicine
Programme lead
Before
Finds the same question answered twice in two programmes, with no record of the sources.
Now
Sees what the team asked and kept, and publishes the notes the programme should build on.
OH
Omar HaddadPatent counsel
Patents and papers
Before
Reads patent families apart from the studies they bear on, so an overlap with the study plan is easy to miss.
Now
Gets claim text quoted with the family and claim number, and sees the dosing overlap flagged in the answer itself.
Built on the engine

4 agents. Each with one job, and hard limits.

Four specialist agents index, answer, check and watch the literature; a scientist decides what to keep.

Library agent

Reads each new source, splits it into passages, and tags it by target, mechanism, indication, modality, study design and population size, so answers can be scoped and open the source where it was read.

  • A lab notebook entry is indexed only after it is signed
  • Programme access is written on the record at index time
Research agent

Takes a question in plain words, searches every source type, and writes an answer in which each sentence carries the passage behind it — with an evidence table comparing the studies.

  • Answers from the library only — if the library does not answer, it says so
  • Where internal and published work disagree, shows both
  • Doses and figures are quoted, never rounded or recalculated
  • Internal reports are shown only to the programme that owns them
Citation checker

Reads the drafted answer back against the passages, sentence by sentence, and removes or flags anything the source does not actually say.

  • Partial support is marked medium confidence, with the reason
  • Never adds a source the research agent did not use
  • A removed sentence is recorded in the audit trail
Watch agent

Runs each night against what people asked to be told about, ranks new sources by how close they are to the watcher’s programme and recent questions, and writes the morning list with one line on why each matched.

  • A watch never surfaces a source the watcher may not open
Scientist

Decides what to keep. The agents propose; a named person decides.

Ask in plain words

Ask it anything, in plain words

Beside every screen, the assistant answers questions about the library — or takes an instruction about what to watch.

What changed on my watched topics this week?

Three sources matched KRAS G12C resistance since Monday: a 212-patient plasma series, an updated internal pharmacology report, and a published patent family whose claim 4 overlaps your 300 mg arm. The patent is the one worth ten minutes today.

Watch MET bypass resistance in patents too

Done. I widened the MET bypass signalling watch to patents as well as papers, and it will tell you each morning. I have added it to Settings so the team can see what is watched.

Build an evidence table comparing the resistance studies

The evidence table is on your answer: five studies, their design, how many people or models, what each found, and what it means. Every row opens the passage it came from.

Who else in the team asked about this target?

Four people besides you asked about this target in the last week — Sam Patel twice, Lena Ortiz on the assay, Omar Haddad on the patent position and Dana Okafor on regrowth timing. Their questions and the sources they were given are in the notebook.

Every screen

The working solution, as it ships.

11 screens from the working solution, on its sample data. Pick one to see it large.

HomeNew in your programmes, recent answers and what you are watching — with time to a sourced answer and sentences carrying a source.
Working on itScoped, searched, written and checked — each step in view with what it found.
The cited answerA short answer, then the detail, one claim a sentence, every sentence numbered to its source.
Evidence tableFive studies side by side — design, size, what each found — beside the sources used, our own marked.
Open at the passageThe source on the page it was read from, the passage highlighted, and why it came back.
Keep in a notebookThe answer kept in the programme with its sources, citations and evidence table.
Programme notebookAnswers the team decided to keep, ready to publish to the programme or export as an evidence table.
A gap, notedWhen no passage answers the question, it says so and shows what the library does hold.
SourcesPapers, patents, internal reports and lab notebooks in one place, with what each has been cited in.
DashboardQuestions answered, time to a sourced answer, where answers came from and the most asked topics.
SettingsAnswer rules and who sees which programme, with watches, connected sources and people further down the page.
Governance

Built for research you can stand behind: cited, checked, on the record.

Every sentence carries its passageEach claim in an answer is numbered to a source and opens it at the page and passage it was read from, with the reason it came back.
Checked before you see itThe citation checker reads every sentence against its passage. Unsupported sentences are removed, partial support is marked medium confidence, and each removal is recorded.
A gap is said, not filledWhen no passage answers the question, the answer says so and shows what the library does hold, instead of a sentence without a source.
Programme access, from indexing onInternal reports and lab notebooks are open only to their programme team. Access is written on the record when it is indexed, and a watch never surfaces a source the watcher may not open.
Signed notebook entries onlyA lab notebook entry becomes searchable only after it is signed off, and doses and figures are quoted as written, never rounded or recalculated.
Every question on the recordWho asked what, and which passages were returned, is logged. A change to a setting is written to the audit trail.
Configuration

Your research rules, not ours

How answers are written, who may see which programme and what is watched are settings, not a project.

SettingDefaultChoose from
Sentence must carry a sourceOnOn · Off — locked to the library administrator
Show confidence on every answerOnOn · Off
Oldest source to usePublished 2021 or laterPublished 2021 or later · Published 2016 or later · Any year
Answer lengthStandardShort · Standard · Full review
Who sees Programme CVT-416Programme team · 24 peopleProgramme team (24 people) · Programme team + leads (29 people) · Everyone in research
Published papers and patentsEveryone in researchEveryone in research · Everyone in the company
Questions are loggedOnOn · Off
What the agents watchKRAS G12C resistance, each morningAny topic · each morning or weekly digest
Connections

Works with the sources you already have

Published literature feedabstracts and open full text, synced nightly
Patent office feedfamilies and claims, synced weekly
Research report storePharmacology, Translational and Discovery reports, on upload
Electronic lab notebookssigned-off entries only, on sign-off
Evidence table exportkept answers, ready for a report or a review
What it changes

The difference, in numbers.

Every figure is labelled: a target the solution is built to, an estimate, a typical published result, or a proven one.

target
11s
median time to a sourced answer
By handhours of reading
With agents≈ 11 s
target
100%
of answer sentences carry the passage they came from
every sentence checked against its source
estimated
2h
back for every scientist, every week
2 of 16 hours back
searching takes up to 39% of a week

“demo” = seen in the working solution, on its sample research library · “target” = the design goal, measured in the live solution · “estimated” = our estimate from published figures · “typical” = published surveys of scientists’ time (18–39% of a week spent searching). People, companies and products named on this page are fictional — characters and sample data in the working solution.

Questions

What research teams ask us.

What is AI literature search?

Asking a question in plain words and getting an answer drawn from the literature, instead of a list of hits to read. Literature Intelligence answers across published papers, patents, internal research reports and signed lab notebooks at once, and every sentence carries the passage it came from.

How does it make sure an answer is supported?

The research agent writes one claim a sentence and attaches the passage behind it. The citation checker then reads each sentence against its passage, removes anything the source does not say and marks partial support as medium confidence, with the reason.

What happens when the literature has no answer?

It tells you. The answer says no passage in the library answers the question, and shows what the library does hold — for example, models only, or a patent claim that is not a clinical result — marked “Gap noted”.

Can it search our internal reports and lab notebooks?

Yes. Internal research reports are indexed on upload and lab notebook entries once they are signed off. They are open only to the programme team that owns them, and answers mark which sources are your own.

Does it read patent claims?

Yes. Claim text is read and quoted with the family, the claim number and the date it published. In the working solution an answer flags that claim 4 of a published family covers a dose range overlapping the 300 mg arm in the study plan.

Can it tell us when something new is published?

Yes. You set watches on topics — KRAS G12C resistance, MET bypass signalling — over the source types you choose. The watch agent runs each night and writes a morning list or a weekly digest, with one line on why each source matched.

Do scientists stay in control?

Yes. The agents answer; a scientist decides what to keep in the programme notebook, and a programme lead decides what is published to the programme. Every question is logged with the passages returned.

How long does it take to go live?

The Agentic Solution Engine builds and deploys it from your requirements and documents — your sources, programmes and access rules — and it goes live once every quality gate has passed. We will show it to you on your own literature first.

See it on
your literature.

We’ll run Literature Intelligence on your own papers, patents and research reports.