Turn bench work into evidence‑linked notebook entries.

Request a pilot Watch it work ↘
TAKE 00:57 REAL FOOTAGE · 1× SPEED
CAPTURE→RECOGNIZE→CONFIRM→NOTEBOOK ENTRY

  1. Record

    Glasses designed to the ANSI Z87.1 safety standard capture work as it happens, then upload it from their stand.

  2. Read

    Your Sparrow nest, an inference-ready AI computer, is ready to run Sparrow's AI and reads that footage inside your lab.

  3. Look up

    Records for each chemical lot come from your own repository, supplier websites, or both.

  4. Review

    A human confirms or edits every value and claim.

  5. File

    Each entry lands in your electronic notebook, formatted to your specification.

01 / HOW IT WORKS

Watch a workflow become a review-ready record.

  1. Physical action
  2. Captured evidence
  3. Proposed interpretation
  4. Human confirmation
  5. Notebook entry
SPARROW · EVIDENCE WORKSPACE
00:00 OF 03:54
SPARROW GLASSES · DEMO TAKE

3 min 54 s of footage in 1 min 51 s, each speed labelled. Subtitles show what was said; this video stays muted.

TITLE · BEST GUESS FROM THIS VIDEODrafting from this video…

    PRESS PLAY TO WATCH A RECORD BUILD, LIVE.

    A
    Observed What the glasses saw, heard or looked up
    B
    Proposed What Sparrow drafts from it
    C
    Review You confirm or edit
    D
    Final entry In your notebook, linked to its evidence
    ACTION → EVIDENCE → PROPOSAL → CONFIRMATION → NOTEBOOK Sparrow's output for this take, replayed in sync with this video.
    02 / THE VALUE

    Less time writing up. More trust in every record.

    1. 01

      No more reconstructing work after the fact

      Drafts are written from footage of the work itself, not from someone's memory at the end of the day.

    2. 02

      Reviewers see the evidence

      Every value opens a frame, label, or certificate behind it.

    3. 03

      More complete records, narration optional

      Labels, lots, expiry dates, and balance readings all come from video footage. If someone speaks, Sparrow uses that as additional context.

    4. 04

      People stay in charge

      Every proposal requires a human to confirm, correct, or reject it before it ever reaches a notebook entry.

    03 / CONCEPT GLASSES

    Our concept: safety glasses that take the notes.

    Everything Sparrow needs to see and hear, built into protective eyewear made for lab work.

    Concept design
    OFF THE STAND · RECORDINGS KEPT ON BOARD HOVER A NUMBER · CLICK TO ZOOM IN · DRAG TO TURNTAP A NUMBER TO ZOOM IN · DRAG TO TURN
    DESIGN PRINCIPLES
    1. Wide camera

      At the bridge, angled 15° down toward your hands and bench.

    2. Detail camera

      Narrow field of view for lot numbers, labels and displays, with its own illuminator.

    3. Microphone array

      Three beamforming microphones, two under the brow and one by the right hinge, tuned to your voice.

    4. Recording light

      Outward-facing LED ring, lit while recording.

    5. Processor and wireless

      On-board video encoding, plus Wi-Fi 6 for uploads to your Sparrow nest from the stand.

    6. Storage

      Holds a full day of encrypted recordings until the glasses are on their stand.

    7. Capture button

      Press to start or stop; hold to mark a moment.

    8. Batteries

      One cell in each temple tip, behind the ear, balancing the cameras at the front.

    9. Inductive charging

      A copper coil in each temple tip; set the glasses on their stand to charge. No ports.

    10. Safety lenses

      Polycarbonate wraparound with side coverage, designed to ANSI Z87.1+; anti-fog coated, prescription-insert ready.

    11. Charging stand

      Cradles both temple tips and rests the nose pads on its flanks, with magnets holding them in place; charges them, shows their charge level on the nose rest, and uploads recordings to your Sparrow nest.

    04 / PRIVACY

    Runs on your hardware. Answers to your rules.

    Sparrow runs inside your network. Footage goes to your Sparrow nest, a computer in your lab, and stays there; every request that leaves goes out through one gateway, and every one is logged.

    YOUR LAB'S NETWORKOUTSIDERAW FOOTAGE NEVER CROSSES THIS LINEWI-FIENTRIESLOT NUMBER OUT · CERTIFICATE BACKSIGNED UPDATES INOPT-INGlassesRecord on board,upload on their standRECON STAND1Sparrow nestA computer in your lab,ready for Sparrow's AI2ReviewA person checks itin their browser4Your notebookOn your serversor your vendor's+1 ENTRY5Logged gatewayThe only way out;every request logged✓ LOGGED3Supplier sitesSend back a lot'scertificateSparrow updatesSigned; only whenyour IT approvesCloud AIOff unless youswitch it onOFF BY DEFAULTLOT NO. YOUR LAB'S NETWORKRAW FOOTAGE NEVER CROSSES THIS LINEOUTSIDEGlassesRecord on board, thenupload on their standRECON STAND1Sparrow nestA computer in your lab, readyto run Sparrow's AI2ReviewA person checks each draftin their browser4Logged gatewayThe only way out; everyrequest is logged✓ LOGGED3Your notebookOn your servers or yourvendor's, through its API+1 ENTRY5Supplier sitesSend back the certificate fora lot number, nothing elseSparrow updatesSigned; installed only whenyour IT approvesCloud AIOff unless you switch it on;never sees footageOFF BY DEFAULTLOT NO.
    STEP 1 OF 5Record

    Press the button on your Sparrow glasses. They film your work and save it on board. Set them on their stand, and they send it over your own Wi-Fi to your Sparrow nest, a computer that we provide, ready to run Sparrow's AI.

    Never trains shared modelsYour recordings improve nothing another customer uses.
    Encrypted at rest and in transitFootage and records are encrypted on your Sparrow glasses, on your Sparrow nest and on every connection.
    Your sign-in, your accessReview uses your lab's own sign-in, and you can revoke Sparrow's access to your notebook at any time.
    You own the recordExport everything in open formats, or delete it on your schedule, including when your pilot ends.

    We'll set it up at your bench.

    Pick one or two workflows your team repeats. For 4–6 weeks we run Sparrow alongside you, tune it to your work, and show you what it saves.

    or write to hello@sparrownest.ai

    WHAT WE DO FOR YOU
    1. Bring capture glasses and a Sparrow nest, and set them up in your lab
    2. Tune Sparrow to your workflows, labels and instruments
    3. Shape entries to match how your lab writes them
    4. Support your team at the bench throughout
    5. Measure the time it saves, and share what we find
    TECHNICAL DETAILS
    PATH TO REGULATED USE
    1. 01NOW

      Research prototype

      Controlled workflows and internal evaluation

      PROOF REQUIRED
      A/V integrity, event recall, unsupported claims, human-review chain
      CLAIMS
      Prototype evidence only
    2. 02

      Design-partner pilot

      Non-authoritative R&D documentation assistant

      PROOF REQUIRED
      Before/after time, review burden, adoption, export reliability
      CLAIMS
      Human-reviewed drafts
    3. 03

      Enterprise research

      Evidence layer integrated with the customer's ELN

      PROOF REQUIRED
      Security, identity, retention, tenant isolation, validation support
      CLAIMS
      Designed around data integrity
    4. 04

      Regulated intended use

      Defined GxP workflow and authoritative electronic records

      PROOF REQUIRED
      QMS, CSV, Part 11 / Annex 11, signatures, audit trails, change control
      CLAIMS
      Only after validation

    The European Commission's 2025 draft AI annex says generative AI should not be used in critical GMP applications under its current scope, so the near-term product is a human-reviewed assistant for non-critical R&D workflows. Read the draft ↗

    SOURCES & CAVEATS

    The demo take's hand-checked answer: 1.016 g (the reading the balance display settled on, from 02:28) in 40 mL (said aloud), with the certificate's 56.7% potassium assay: 0.184 M.

    Regulatory references: the FDA summary of 21 CFR 211.194, Part 11 scope and application, the FDA data-integrity guidance, OECD GLP and EU GMP Volume 4.