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Mobile voice-capture solutions for efficiency & productivity
Bruce Rasa, CEO and Founder, TekWear
AGVOICETM
Ag-enterprise problem todayCritical workflow-reporting gap
2
Paper based record-keepingprevalent despite inadequacies
Consumer demands forfarm-to-fork transparency
Retailer demands for sustainable agricultureand traceability
Cereal Snacks Baked Goods Meals Dairy
CropBiosciences
Grain Fruit Agronomy Sustainability
General Mills
Grower Needs Miller Needs Product Needs Consumer needs
Johnson L. 2002. A dozen years of marker assisted sweet corn breeding. Presented at the International Plant and Animal Genome Meeting, San Diego, CA USA, 12 January 2002.
Advantaged Finished ProductYield Components (common)Processing components (Proprietary)Hedonic components (Proprietary)
Complex Breeding Targets
Make crosses
Inbreed, isolate lines
Small-scale trial and selection
Large-scale trial and selection
Release cultivar
Five to sevenyears
Ten to twelve years
Product testing and seed increase
Four to six years Fourteen to eighteen years
Commercialization
Classic Breeding to Commercialization Cycle
Make crosses
Small-scale trial
Large-scale trial
Release cultivar
Make crosses
Advance populations
Genotype
Small-scale trial/Phenoty
peLarge-scale trial/Phenoty
pe
Release cultivar
Develop Prediction
model/Evaluate Crosses
Five to sevenyears
Ten to twelve years
Two
year
sFo
ur y
ears
Six to seven years
Product testing and seed increase
Four to six years = 18 years total
Optimized Breeding to Commercialization Cycle
One to Two years = 7-9 years total
Contract
End-Use Prediction
Inbreed, isolate lines
Fully Automated Workflows
rCross Validation
Optimal Population size
Model evaluation Predictor Reduction
Min. -1 μ 1 Max.
SD
1 million crosses 1 billion progeny
Training population50 crosses20 lines/cross
All pair-wise crosses1,000 progeny/1,000 progeny
The Power of Cross Evaluation
First round selections
p_id m_id _stand_Max_stand_Range
cases_a_Max
cases_a_Range
__recovery_Max
__recovery_Range
__broken_Min
__broken_Range
_barren_Min
_barren_Range
R10Y29006 R10Y29265 44.69219871 1.777431561 518.1309745 14.64071949 0.442564923 0.028086569 0.189667176 -0.008464313 0.374090784 0.01507217R10Y29246 R10Y29265 43.95027508 1.039387864 522.6514852 -3.449515999 0.444126708 0.009561886 0.177029358 0.000743637 0.359329772 0.013659512R10Y29246 R10Y29270 43.63446413 1.913630808 517.8734575 3.45800672 0.441117766 0.011358272 0.17205068 0.002952921 0.368395154 0.004147268R10Y29246 R10Y32023 43.7315396 1.039387864 522.6514852 -4.577192414 0.444126708 0.007951696 0.176221751 0.001551244 0.361536279 0.01542278R10Y29246 R10Y32025 43.06455186 1.518941218 517.8734575 -8.444397348 0.441117766 0.014329723 0.17460368 0.003318882 0.357566504 0.014975918R10Y29265 R10Y29265 44.66953028 0.982067264 524.026492 -1.85765549 0.444126708 0.010309384 0.179238642 -0.001615214 0.353312564 0.019024488R10Y29265 R10Y29270 44.35371934 1.856310208 519.2484643 5.049867229 0.441117766 0.01210577 0.174259964 0.00059407 0.362377946 0.009512244R10Y29265 R10Y32023 44.4507948 0.982067264 524.026492 -2.985331905 0.444126708 0.008699194 0.178431035 -0.000807607 0.355519071 0.020787756R10Y29265 R10Y32025 43.78380706 1.461620618 519.2484643 -6.852536839 0.441117766 0.015077221 0.176812964 0.000960031 0.351549296 0.020340894R10Y29270 R10Y32023 44.13498386 1.856310208 519.2484643 3.922190814 0.441117766 0.01049558 0.173452357 0.001401677 0.364584453 0.011275512R10Y32023 R10Y32023 44.23205932 0.982067264 524.026492 -4.11300832 0.444126708 0.007089004 0.177623428 0 0.357725578 0.022551024Average: 44.06344764 1.400838376 520.8187026 -0.473532188 0.442617027 0.012278572 0.177217367 5.7757E-05 0.360544309 0.01516087
Recurrent Selections Round 1p_id m_id _stand_Score cases_a_Score __recovery_Score __broken_Score _barren_ScoreR10Y29265 R10Y32023 43.89548048 530.3234663 0.444126708 0.177623428 0.36262474R10Y32023 R10Y32023 43.49333887 530.3234663 0.444126708 0.177623428 0.364055556R10Y32023 R10Y32023 43.51027699 530.3234663 0.444126708 0.177623428 0.364415257R10Y32023 R10Y32023 43.51027699 530.3234663 0.444126708 0.177623428 0.364415257R10Y29265 R10Y29265 44.59265149 522.5657156 0.440906328 0.179238642 0.369762986R10Y29265 R10Y29265 44.51577269 525.877358 0.442516518 0.178431035 0.364815218R10Y29265 R10Y29265 44.34930467 523.693392 0.438972016 0.178431035 0.3597373R10Y29265 R10Y32023 44.11363108 525.877358 0.435427514 0.178431035 0.365279814R10Y29265 R10Y32023 44.2138032 525.9130514 0.444126708 0.177623428 0.364482766R10Y32023 R10Y32023 43.84755303 526.4802844 0.440582206 0.177623428 0.364965058Average: 44.00420895 527.1701025 0.441903812 0.178027231 0.364455395
Recurrent Selection Round 2
p_id m_id _stand_Max _stand_Range cases_a_Maxcases_a_Range __recovery_Max
__recovery_Range __broken_Min
__broken_Range _barren_Min _barren_Range
R10Y29265 R10Y32023 202R10Y29265 R10Y32023 202 44.37450089 0.958040811 530.3234663 0 0.444126708 0 0.177623428 0 0.352931506 0.019386468
R10Y29265 R10Y32023 202R10Y32023 R10Y32023 206 44.0725314 0.739305331 530.3234663 0 0.444126708 0 0.177623428 0 0.356294762 0.014450473
R10Y29265 R10Y32023 202R10Y32023 R10Y32023 31 44.05559329 0.722367219 530.3234663 0 0.444126708 0 0.177623428 0 0.355328542 0.016023212
R10Y29265 R10Y32023 202R10Y32023 R10Y32023 426 44.0725314 0.739305331 530.3234663 0 0.444126708 0 0.177623428 0 0.356294762 0.014450473
R10Y32023 R10Y32023 206R10Y32023 R10Y32023 206 43.77056191 0.520569852 530.3234663 0 0.444126708 0 0.177623428 0 0.359658018 0.009514478
R10Y32023 R10Y32023 206R10Y32023 R10Y32023 31 43.7536238 0.50363174 530.3234663 0 0.444126708 0 0.177623428 0 0.358691798 0.011087217
R10Y32023 R10Y32023 206R10Y32023 R10Y32023 426 43.77056191 0.520569852 530.3234663 0 0.444126708 0 0.177623428 0 0.359658018 0.009514478
R10Y32023 R10Y32023 31R10Y32023 R10Y32023 31 43.73668569 0.486693628 530.3234663 0 0.444126708 0 0.177623428 0 0.357725578 0.012659956
R10Y32023 R10Y32023 31R10Y32023 R10Y32023 426 43.7536238 0.50363174 530.3234663 0 0.444126708 0 0.177623428 0 0.358691798 0.011087217
R10Y32023 R10Y32023 426R10Y32023 R10Y32023 426 43.77056191 0.520569852 530.3234663 0 0.444126708 0 0.177623428 0 0.359658018 0.009514478
R10Y29265 R10Y32023 160R10Y29265 R10Y32023 160 44.51577269 0.804283219 527.0050344 2.25535283 0.437037704 0.00322038 0.179238642 -0.001615214 0.361500568 0.007558492
R10Y29265 R10Y32023 160R10Y29265 R10Y32023 202 44.44513679 0.881162015 528.6642504 1.127676415 0.440582206 0.00161019 0.178431035 -0.000807607 0.357216037 0.01347248
R10Y29265 R10Y32023 160R10Y29265 R10Y32023 449 44.51577269 0.704111098 527.0050344 2.219659415 0.440582206 0.00161019 0.178431035 -0.000807607 0.3597373 0.01028798
R10Y29265 R10Y32023 202R10Y29265 R10Y32023 449 44.44513679 0.780989894 528.6642504 1.091983 0.444126708 0 0.177623428 0 0.355452769 0.016201968
R10Y29265 R10Y32023 449R10Y29265 R10Y32023 449 44.51577269 0.603938977 527.0050344 2.183966001 0.444126708 0 0.177623428 0 0.357974032 0.013017468
Average: 44.10455784 0.665944704 529.4385511 0.591909177 0.443181508 0.000429384 0.177838789 -0.000215362 0.357787567 0.012548456
Year
1Ye
ar 2
Year
3
…Over Virtual Years…Power to Know
Sweet
Crispiness
Hardness
Yield
Color
Xanthamonas
Sulfur Bitter
25.0 kgs/ha
5.0 deep green
5.8 scale
4.4 scale4.7 scale
0.21 scale
5.3 scale
5.5 scale
4.0
17.0
4.2
5.65.3
0.6
4.2
4.6
11.0
3.8
4.65.1
0.58
3.7
4.7
The Power of End-Use Projection
DNA
Proteins
Traits
Metabolites
LOGICAL
UNDERPINNING
CURATED
KNOWLEDGE
YOU
LUCKY
of
for
Smart data collection =
Information &
Learning
Data Workflows =
Neurological Net
Data & Reports Compliance Work instructionsSustainability dataClient invoicesDaily, weekly reports
Voice Recognition Regional accents Technical terms Brand names
Work Flow/ChecklistsAgricultural databaseWeather historyFertilizer
Water usageImagery
Retrieve
Generate
Voice notesPhotosGeo-coordinates Sensor measurementsTime stamps
TekWear Copyright
Voice-Assist DesignEnterprise WorkflowWork Orders
Universal AccessPartner APIWalkie-Talkie Mode
Spring 16’ 2H 16’ 2H 17’+
Critical AlertsOffline ModeVoice SearchSpanish English
Big Data AnalyticsPro-Active Assistant
AGVOICE - Roadmap
TekWear Copyright
8
Under Develop-ment
Phase 2
Phase 3
Phase 4
IP
22 ClaimsFiled: April, 2015U.S. & International
An experienced team:
CEOBruce Rasa
20+ yrs (IBM, NCR & AGCO)Strategic Mkt & Product Mgmt.
Chief Revenue OfficerAaron Gobin
10+ yrs Enterprise Sales Expert
Experience EngineerJohn Swansey
25+ yrs Design & UX Innovation 35 Patents & 40 Design Awards
CTOErick Kobres
25+ yrs Software InnovationStart-up experience , 20+ Patents
Key advisors:
Phil VentimigliaChief Innovation OfficerGeorgia State University
23
Kip PendletonSerial Ag-Tech
Entrepreneur & Advisor
Voice experts including developers of:
Amazon ECHOSIRI (Apple)Dragon NaturallySpeakingGoogle Glass
Global Market Opportunity
$4.3 Billion annually
Mobile-to-cloud solutionallows global scale
Animal Health:
24
Crop Health:
Veterinarians Inspectors Producers
Ag Professionals Machinery Repair Auditors / In-surance
Information, data, and drawings embodied in this presentation are strictly confidential and supplied on the understanding that they will be held confidentially and not disclosed without the prior written or electronic consent of TekWear, or it’s members
AGVOICETM
www.TekWearAg.com
Thank You Thank You
www.AgVoiceGlobal.com
AGVOICETM